# Enter your name here: Sana Khan
# 1. I did this homework by myself, with help from the book and the professor.
Last assignment we explored data visualization in R using the ggplot2 package. This homework continues to use ggplot, but this time, with maps. In addition, we will merge datasets using the built-in merge( ) function, which provides a similar capability to a JOIN in SQL (don’t worry if you do not know SQL). Many analytical strategies require joining data from different sources based on a “key” – a field that two datasets have in common.
Examine the resulting pop dataframe and add comments explaining what each column contains.
library(tidyverse)
library(jsonlite)
dataset <- url("https://intro-datascience.s3.us-east-2.amazonaws.com/cities.json")
pop <- jsonlite::fromJSON(dataset)
pop
## city growth_from_2000_to_2013 latitude longitude
## 1 New York 4.8% 40.71278 -74.00594
## 2 Los Angeles 4.8% 34.05223 -118.24368
## 3 Chicago -6.1% 41.87811 -87.62980
## 4 Houston 11.0% 29.76043 -95.36980
## 5 Philadelphia 2.6% 39.95258 -75.16522
## 6 Phoenix 14.0% 33.44838 -112.07404
## 7 San Antonio 21.0% 29.42412 -98.49363
## 8 San Diego 10.5% 32.71574 -117.16108
## 9 Dallas 5.6% 32.77666 -96.79699
## 10 San Jose 10.5% 37.33821 -121.88633
## 11 Austin 31.7% 30.26715 -97.74306
## 12 Indianapolis 7.8% 39.76840 -86.15807
## 13 Jacksonville 14.3% 30.33218 -81.65565
## 14 San Francisco 7.7% 37.77493 -122.41942
## 15 Columbus 14.8% 39.96118 -82.99879
## 16 Charlotte 39.1% 35.22709 -80.84313
## 17 Fort Worth 45.1% 32.75549 -97.33077
## 18 Detroit -27.1% 42.33143 -83.04575
## 19 El Paso 19.4% 31.77758 -106.44246
## 20 Memphis -5.3% 35.14953 -90.04898
## 21 Seattle 15.6% 47.60621 -122.33207
## 22 Denver 16.7% 39.73924 -104.99025
## 23 Washington 13.0% 38.90719 -77.03687
## 24 Boston 9.4% 42.36008 -71.05888
## 25 Nashville-Davidson 16.2% 36.16266 -86.78160
## 26 Baltimore -4.0% 39.29038 -76.61219
## 27 Oklahoma City 20.2% 35.46756 -97.51643
## 28 Louisville/Jefferson County 10.0% 38.25266 -85.75846
## 29 Portland 15.0% 45.52306 -122.67648
## 30 Las Vegas 24.5% 36.16994 -115.13983
## 31 Milwaukee 0.3% 43.03890 -87.90647
## 32 Albuquerque 23.5% 35.08533 -106.60555
## 33 Tucson 7.5% 32.22174 -110.92648
## 34 Fresno 18.3% 36.74684 -119.77259
## 35 Sacramento 17.2% 38.58157 -121.49440
## 36 Long Beach 1.5% 33.77005 -118.19374
## 37 Kansas City 5.5% 39.09973 -94.57857
## 38 Mesa 13.5% 33.41518 -111.83147
## 39 Virginia Beach 5.1% 36.85293 -75.97798
## 40 Atlanta 6.2% 33.74900 -84.38798
## 41 Colorado Springs 21.4% 38.83388 -104.82136
## 42 Omaha 5.9% 41.25236 -95.99799
## 43 Raleigh 48.7% 35.77959 -78.63818
## 44 Miami 14.9% 25.76168 -80.19179
## 45 Oakland 1.3% 37.80436 -122.27111
## 46 Minneapolis 4.5% 44.97775 -93.26501
## 47 Tulsa 1.3% 36.15398 -95.99278
## 48 Cleveland -18.1% 41.49932 -81.69436
## 49 Wichita 9.7% 37.68889 -97.33611
## 50 Arlington 13.3% 32.73569 -97.10807
## 51 New Orleans -21.6% 29.95107 -90.07153
## 52 Bakersfield 48.4% 35.37329 -119.01871
## 53 Tampa 16.0% 27.95058 -82.45718
## 54 Honolulu -6.2% 21.30694 -157.85833
## 55 Aurora 24.4% 39.72943 -104.83192
## 56 Anaheim 4.7% 33.83529 -117.91450
## 57 Santa Ana -1.2% 33.74557 -117.86783
## 58 St. Louis -8.2% 38.62700 -90.19940
## 59 Riverside 22.5% 33.95335 -117.39616
## 60 Corpus Christi 14.1% 27.80058 -97.39638
## 61 Lexington-Fayette 18.0% 38.04058 -84.50372
## 62 Pittsburgh -8.3% 40.44062 -79.99589
## 63 Anchorage 15.4% 61.21806 -149.90028
## 64 Stockton 21.8% 37.95770 -121.29078
## 65 Cincinnati -10.1% 39.10312 -84.51202
## 66 St. Paul 2.8% 44.95370 -93.08996
## 67 Toledo -10.0% 41.66394 -83.55521
## 68 Greensboro 22.3% 36.07264 -79.79198
## 69 Newark 2.1% 40.73566 -74.17237
## 70 Plano 22.4% 33.01984 -96.69889
## 71 Henderson 51.0% 36.03952 -114.98172
## 72 Lincoln 18.0% 40.82576 -96.68520
## 73 Buffalo -11.3% 42.88645 -78.87837
## 74 Jersey City 7.2% 40.72816 -74.07764
## 75 Chula Vista 46.2% 32.64005 -117.08420
## 76 Fort Wayne 1.0% 41.07927 -85.13935
## 77 Orlando 31.2% 28.53834 -81.37924
## 78 St. Petersburg 0.3% 27.77306 -82.64000
## 79 Chandler 38.7% 33.30616 -111.84125
## 80 Laredo 38.2% 27.53057 -99.48032
## 81 Norfolk 5.0% 36.85077 -76.28587
## 82 Durham 29.9% 35.99403 -78.89862
## 83 Madison 15.8% 43.07305 -89.40123
## 84 Lubbock 19.6% 33.57786 -101.85517
## 85 Irvine 61.3% 33.68395 -117.79469
## 86 Winston-Salem 16.9% 36.09986 -80.24422
## 87 Glendale 5.7% 33.53865 -112.18599
## 88 Garland 8.5% 32.91262 -96.63888
## 89 Hialeah 3.2% 25.85760 -80.27811
## 90 Reno 26.8% 39.52963 -119.81380
## 91 Chesapeake 15.1% 36.76821 -76.28749
## 92 Gilbert 96.0% 33.35283 -111.78903
## 93 Baton Rouge 0.4% 30.45828 -91.14032
## 94 Irving 19.1% 32.81402 -96.94889
## 95 Scottsdale 11.0% 33.49417 -111.92605
## 96 North Las Vegas 92.2% 36.19886 -115.11750
## 97 Fremont 10.0% 37.54827 -121.98857
## 98 Boise City 9.5% 43.61871 -116.21461
## 99 Richmond 8.2% 37.54072 -77.43605
## 100 San Bernardino 13.0% 34.10834 -117.28977
## 101 Birmingham -12.3% 33.52066 -86.80249
## 102 Spokane 7.0% 47.65878 -117.42605
## 103 Rochester -4.1% 43.16103 -77.61092
## 104 Des Moines 3.9% 41.60054 -93.60911
## 105 Modesto 7.7% 37.63910 -120.99688
## 106 Fayetteville 2.4% 35.05266 -78.87836
## 107 Tacoma 4.9% 47.25288 -122.44429
## 108 Oxnard 18.2% 34.19750 -119.17705
## 109 Fontana 38.3% 34.09223 -117.43505
## 110 Columbus 8.7% 32.46098 -84.98771
## 111 Montgomery -0.1% 32.36681 -86.29997
## 112 Moreno Valley 40.4% 33.94247 -117.22967
## 113 Shreveport -0.1% 32.52515 -93.75018
## 114 Aurora 38.4% 41.76058 -88.32007
## 115 Yonkers 1.8% 40.93121 -73.89875
## 116 Akron -8.6% 41.08144 -81.51901
## 117 Huntington Beach 3.9% 33.66030 -117.99923
## 118 Little Rock 7.6% 34.74648 -92.28959
## 119 Augusta-Richmond County 1.1% 33.47350 -82.01051
## 120 Amarillo 12.8% 35.22200 -101.83130
## 121 Glendale 0.3% 34.14251 -118.25508
## 122 Mobile -1.9% 30.69537 -88.03989
## 123 Grand Rapids -2.8% 42.96336 -85.66809
## 124 Salt Lake City 5.1% 40.76078 -111.89105
## 125 Tallahassee 21.8% 30.43826 -84.28073
## 126 Huntsville 16.3% 34.73037 -86.58610
## 127 Grand Prairie 43.1% 32.74596 -96.99778
## 128 Knoxville 3.9% 35.96064 -83.92074
## 129 Worcester 5.8% 42.26259 -71.80229
## 130 Newport News 0.9% 37.08708 -76.47301
## 131 Brownsville 26.8% 25.90175 -97.49748
## 132 Overland Park 19.4% 38.98223 -94.67079
## 133 Santa Clarita 15.3% 34.39166 -118.54259
## 134 Providence 2.3% 41.82399 -71.41283
## 135 Garden Grove 5.8% 33.77391 -117.94145
## 136 Chattanooga 10.5% 35.04563 -85.30968
## 137 Oceanside 6.6% 33.19587 -117.37948
## 138 Jackson -6.8% 32.29876 -90.18481
## 139 Fort Lauderdale 0.7% 26.12244 -80.13732
## 140 Santa Rosa 15.2% 38.44043 -122.71405
## 141 Rancho Cucamonga 32.7% 34.10640 -117.59311
## 142 Port St. Lucie 91.7% 27.27305 -80.35823
## 143 Tempe 5.8% 33.42551 -111.94001
## 144 Ontario 5.5% 34.06334 -117.65089
## 145 Vancouver 14.2% 45.63873 -122.66149
## 146 Cape Coral 60.4% 26.56285 -81.94953
## 147 Sioux Falls 31.1% 43.54460 -96.73110
## 148 Springfield 7.8% 37.20896 -93.29230
## 149 Peoria 46.5% 33.58060 -112.23738
## 150 Pembroke Pines 17.4% 26.00776 -80.29626
## 151 Elk Grove 97.1% 38.40880 -121.37162
## 152 Salem 16.4% 44.94290 -123.03510
## 153 Lancaster 33.8% 34.68678 -118.15416
## 154 Corona 23.6% 33.87529 -117.56644
## 155 Eugene 14.4% 44.05207 -123.08675
## 156 Palmdale 33.7% 34.57943 -118.11646
## 157 Salinas 8.4% 36.67774 -121.65550
## 158 Springfield 1.1% 42.10148 -72.58981
## 159 Pasadena 7.5% 29.69106 -95.20910
## 160 Fort Collins 26.6% 40.58526 -105.08442
## 161 Hayward 7.5% 37.66882 -122.08080
## 162 Pomona 2.1% 34.05510 -117.74999
## 163 Cary 55.1% 35.79154 -78.78112
## 164 Rockford -1.0% 42.27113 -89.09400
## 165 Alexandria 15.0% 38.80484 -77.04692
## 166 Escondido 10.7% 33.11921 -117.08642
## 167 McKinney 165.3% 33.19725 -96.63978
## 168 Kansas City 1.1% 39.11405 -94.62746
## 169 Joliet 36.5% 41.52503 -88.08173
## 170 Sunnyvale 11.9% 37.36883 -122.03635
## 171 Torrance 6.6% 33.83585 -118.34063
## 172 Bridgeport 5.4% 41.18655 -73.19518
## 173 Lakewood 1.9% 39.70471 -105.08137
## 174 Hollywood 4.8% 26.01120 -80.14949
## 175 Paterson -2.2% 40.91677 -74.17181
## 176 Naperville 12.0% 41.75084 -88.15354
## 177 Syracuse -0.9% 43.04812 -76.14742
## 178 Mesquite 14.7% 32.76680 -96.59916
## 179 Dayton -13.5% 39.75895 -84.19161
## 180 Savannah 7.5% 32.08354 -81.09983
## 181 Clarksville 36.9% 36.52977 -87.35945
## 182 Orange 7.7% 33.78779 -117.85311
## 183 Pasadena 3.8% 34.14778 -118.14452
## 184 Fullerton 9.8% 33.87036 -117.92430
## 185 Killeen 52.1% 31.11712 -97.72780
## 186 Frisco 287.7% 33.15067 -96.82361
## 187 Hampton -6.6% 37.02987 -76.34522
## 188 McAllen 27.6% 26.20341 -98.23001
## 189 Warren -2.3% 42.51446 -83.01465
## 190 Bellevue 19.1% 47.61038 -122.20068
## 191 West Valley City 22.2% 40.69161 -112.00105
## 192 Columbia 11.7% 34.00071 -81.03481
## 193 Olathe 40.4% 38.88140 -94.81913
## 194 Sterling Heights 5.2% 42.58031 -83.03020
## 195 New Haven 5.5% 41.30827 -72.92788
## 196 Miramar 74.7% 25.98608 -80.30356
## 197 Waco 12.5% 31.54933 -97.14667
## 198 Thousand Oaks 9.5% 34.17056 -118.83759
## 199 Cedar Rapids 5.4% 41.97788 -91.66562
## 200 Charleston 29.2% 32.77647 -79.93105
## 201 Visalia 33.6% 36.33023 -119.29206
## 202 Topeka 3.4% 39.05582 -95.68902
## 203 Elizabeth 5.5% 40.66399 -74.21070
## 204 Gainesville 12.8% 29.65163 -82.32483
## 205 Thornton 52.9% 39.86804 -104.97192
## 206 Roseville 56.2% 38.75212 -121.28801
## 207 Carrollton 14.9% 32.97564 -96.88996
## 208 Coral Springs 5.7% 26.27119 -80.27060
## 209 Stamford 7.6% 41.05343 -73.53873
## 210 Simi Valley 12.6% 34.26945 -118.78148
## 211 Concord 2.9% 37.97798 -122.03107
## 212 Hartford 0.6% 41.76371 -72.68509
## 213 Kent 54.3% 47.38093 -122.23484
## 214 Lafayette 11.0% 30.22409 -92.01984
## 215 Midland 30.4% 31.99735 -102.07791
## 216 Surprise 281.9% 33.62923 -112.36793
## 217 Denton 47.1% 33.21484 -97.13307
## 218 Victorville 87.6% 34.53622 -117.29276
## 219 Evansville -0.8% 37.97156 -87.57109
## 220 Santa Clara 17.4% 37.35411 -121.95524
## 221 Abilene 3.6% 32.44874 -99.73314
## 222 Athens-Clarke County 19.0% 33.95193 -83.35757
## 223 Vallejo 1.2% 38.10409 -122.25664
## 224 Allentown 11.2% 40.60843 -75.49018
## 225 Norman 22.0% 35.22257 -97.43948
## 226 Beaumont 3.7% 30.08017 -94.12656
## 227 Independence 3.2% 39.09112 -94.41551
## 228 Murfreesboro 65.1% 35.84562 -86.39027
## 229 Ann Arbor 2.0% 42.28083 -83.74304
## 230 Springfield 4.2% 39.78172 -89.65015
## 231 Berkeley 13.3% 37.87159 -122.27275
## 232 Peoria 3.0% 40.69365 -89.58899
## 233 Provo 10.0% 40.23384 -111.65853
## 234 El Monte -0.4% 34.06862 -118.02757
## 235 Columbia 34.0% 38.95171 -92.33407
## 236 Lansing -4.4% 42.73253 -84.55553
## 237 Fargo 24.9% 46.87719 -96.78980
## 238 Downey 5.3% 33.94011 -118.13316
## 239 Costa Mesa 2.4% 33.64113 -117.91867
## 240 Wilmington 24.8% 34.22573 -77.94471
## 241 Arvada 9.2% 39.80276 -105.08748
## 242 Inglewood -1.0% 33.96168 -118.35313
## 243 Miami Gardens 10.5% 25.94204 -80.24560
## 244 Carlsbad 39.7% 33.15809 -117.35059
## 245 Westminster 9.4% 39.83665 -105.03720
## 246 Rochester 23.9% 44.01212 -92.48020
## 247 Odessa 22.3% 31.84568 -102.36764
## 248 Manchester 2.9% 42.99564 -71.45479
## 249 Elgin 16.0% 42.03541 -88.28257
## 250 West Jordan 38.4% 40.60967 -111.93910
## 251 Round Rock 81.0% 30.50826 -97.67890
## 252 Clearwater 0.1% 27.96585 -82.80010
## 253 Waterbury 2.2% 41.55815 -73.05150
## 254 Gresham 20.7% 45.50014 -122.43020
## 255 Fairfield 12.8% 38.24936 -122.03997
## 256 Billings 18.6% 45.78329 -108.50069
## 257 Lowell 3.4% 42.63342 -71.31617
## 258 San Buenaventura (Ventura) 7.4% 34.27465 -119.22903
## 259 Pueblo 5.9% 38.25445 -104.60914
## 260 High Point 24.3% 35.95569 -80.00532
## 261 West Covina 2.3% 34.06862 -117.93895
## 262 Richmond 7.9% 37.93576 -122.34775
## 263 Murrieta 107.4% 33.55391 -117.21392
## 264 Cambridge 5.5% 42.37362 -71.10973
## 265 Antioch 16.9% 38.00492 -121.80579
## 266 Temecula 55.4% 33.49364 -117.14836
## 267 Norwalk 1.9% 33.90224 -118.08173
## 268 Centennial 3.5% 39.58075 -104.87717
## 269 Everett 9.4% 47.97898 -122.20208
## 270 Palm Bay 31.7% 28.03446 -80.58866
## 271 Wichita Falls 0.7% 33.91371 -98.49339
## 272 Green Bay 1.9% 44.51916 -88.01983
## 273 Daly City 1.0% 37.68792 -122.47021
## 274 Burbank 4.2% 34.18084 -118.30897
## 275 Richardson 13.2% 32.94833 -96.72985
## 276 Pompano Beach 4.0% 26.23786 -80.12477
## 277 North Charleston 27.4% 32.85462 -79.97481
## 278 Broken Arrow 28.2% 36.06095 -95.79745
## 279 Boulder 9.0% 40.01499 -105.27055
## 280 West Palm Beach 23.5% 26.71534 -80.05337
## 281 Santa Maria 30.9% 34.95303 -120.43572
## 282 El Cajon 7.4% 32.79477 -116.96253
## 283 Davenport 3.9% 41.52364 -90.57764
## 284 Rialto 9.8% 34.10640 -117.37032
## 285 Las Cruces 37.6% 32.31994 -106.76365
## 286 San Mateo 9.0% 37.56299 -122.32553
## 287 Lewisville 28.9% 33.04623 -96.99417
## 288 South Bend -6.8% 41.67635 -86.25199
## 289 Lakeland 18.3% 28.03947 -81.94980
## 290 Erie -2.8% 42.12922 -80.08506
## 291 Tyler 18.6% 32.35126 -95.30106
## 292 Pearland 117.2% 29.56357 -95.28605
## 293 College Station 45.2% 30.62798 -96.33441
## 294 Kenosha 9.5% 42.58474 -87.82119
## 295 Sandy Springs 17.4% 33.93044 -84.37331
## 296 Clovis 42.6% 36.82523 -119.70292
## 297 Flint -20.0% 43.01253 -83.68746
## 298 Roanoke 3.8% 37.27097 -79.94143
## 299 Albany 4.1% 42.65258 -73.75623
## 300 Jurupa Valley 33.99720 -117.48548
## 301 Compton 4.5% 33.89585 -118.22007
## 302 San Angelo 10.2% 31.46377 -100.43704
## 303 Hillsboro 36.4% 45.52289 -122.98983
## 304 Lawton 4.9% 34.60357 -98.39593
## 305 Renton 88.4% 47.48288 -122.21707
## 306 Vista 7.7% 33.20004 -117.24254
## 307 Davie 17.7% 26.07648 -80.25212
## 308 Greeley 23.1% 40.42331 -104.70913
## 309 Mission Viejo 2.9% 33.60002 -117.67200
## 310 Portsmouth -4.2% 36.83543 -76.29827
## 311 Dearborn -2.0% 42.32226 -83.17631
## 312 South Gate -0.8% 33.95474 -118.21202
## 313 Tuscaloosa 21.1% 33.20984 -87.56917
## 314 Livonia -5.4% 42.36837 -83.35271
## 315 New Bedford 1.2% 41.63622 -70.93420
## 316 Vacaville 5.4% 38.35658 -121.98774
## 317 Brockton -0.3% 42.08343 -71.01838
## 318 Roswell 15.2% 34.02324 -84.36156
## 319 Beaverton 17.0% 45.48706 -122.80371
## 320 Quincy 5.8% 42.25288 -71.00227
## 321 Sparks 39.4% 39.53491 -119.75269
## 322 Yakima 11.7% 46.60207 -120.50590
## 323 Lee's Summit 31.2% 38.91084 -94.38217
## 324 Federal Way 8.8% 47.32232 -122.31262
## 325 Carson 2.9% 33.83167 -118.28169
## 326 Santa Monica 9.6% 34.01945 -118.49119
## 327 Hesperia 46.1% 34.42639 -117.30088
## 328 Allen 104.0% 33.10317 -96.67055
## 329 Rio Rancho 74.4% 35.23275 -106.66304
## 330 Yuma 16.2% 32.69265 -114.62769
## 331 Westminster 3.9% 33.75134 -117.99399
## 332 Orem 8.5% 40.29690 -111.69465
## 333 Lynn 2.6% 42.46676 -70.94949
## 334 Redding 11.9% 40.58654 -122.39168
## 335 Spokane Valley 12.6% 47.67323 -117.23937
## 336 Miami Beach 3.3% 25.79065 -80.13005
## 337 League City 98.3% 29.50745 -95.09493
## 338 Lawrence 12.7% 38.97167 -95.23525
## 339 Santa Barbara 0.9% 34.42083 -119.69819
## 340 Plantation 8.6% 26.12759 -80.23310
## 341 Sandy 1.3% 40.56498 -111.83897
## 342 Sunrise 4.6% 26.16697 -80.25659
## 343 Macon -7.3% 32.84069 -83.63240
## 344 Longmont 24.4% 40.16721 -105.10193
## 345 Boca Raton 7.5% 26.36831 -80.12893
## 346 San Marcos 60.0% 33.14337 -117.16614
## 347 Greenville 41.9% 35.61266 -77.36635
## 348 Waukegan 0.5% 42.36363 -87.84479
## 349 Fall River -3.7% 41.70149 -71.15505
## 350 Chico 14.2% 39.72849 -121.83748
## 351 Newton 4.9% 42.33704 -71.20922
## 352 San Leandro 10.3% 37.72493 -122.15608
## 353 Reading 8.0% 40.33565 -75.92687
## 354 Norwalk 5.6% 41.11774 -73.40816
## 355 Fort Smith 8.6% 35.38592 -94.39855
## 356 Newport Beach 10.4% 33.61891 -117.92895
## 357 Asheville 19.6% 35.59506 -82.55149
## 358 Nashua 0.4% 42.76537 -71.46757
## 359 Edmond 26.9% 35.65283 -97.47810
## 360 Whittier 3.3% 33.97918 -118.03284
## 361 Nampa 57.9% 43.54072 -116.56346
## 362 Bloomington 1.3% 44.84080 -93.29828
## 363 Deltona 23.1% 28.90054 -81.26367
## 364 Hawthorne 2.3% 33.91640 -118.35257
## 365 Duluth -0.1% 46.78667 -92.10049
## 366 Carmel 60.4% 39.97837 -86.11804
## 367 Suffolk 33.5% 36.72821 -76.58356
## 368 Clifton 7.9% 40.85843 -74.16376
## 369 Citrus Heights -0.1% 38.70712 -121.28106
## 370 Livermore 15.1% 37.68187 -121.76801
## 371 Tracy 45.9% 37.73965 -121.42522
## 372 Alhambra -0.7% 34.09529 -118.12701
## 373 Kirkland 87.5% 47.68149 -122.20874
## 374 Trenton -1.2% 40.21705 -74.74294
## 375 Ogden 8.6% 41.22300 -111.97383
## 376 Hoover 32.7% 33.40539 -86.81138
## 377 Cicero -1.6% 41.84559 -87.75394
## 378 Fishers 114.8% 39.95675 -86.01335
## 379 Sugar Land 29.1% 29.61968 -95.63495
## 380 Danbury 11.4% 41.39482 -73.45401
## 381 Meridian 127.6% 43.61211 -116.39151
## 382 Indio 66.0% 33.72058 -116.21556
## 383 Concord 47.4% 35.40875 -80.57951
## 384 Menifee 95.0% 33.69715 -117.18529
## 385 Champaign 18.3% 40.11642 -88.24338
## 386 Buena Park 6.1% 33.86751 -117.99812
## 387 Troy 2.2% 42.60641 -83.14978
## 388 O'Fallon 62.6% 38.81061 -90.69985
## 389 Johns Creek 36.5% 34.02893 -84.19858
## 390 Bellingham 21.8% 48.74908 -122.47815
## 391 Westland -4.7% 42.32420 -83.40021
## 392 Bloomington 16.1% 39.16533 -86.52639
## 393 Sioux City -2.9% 42.49999 -96.40031
## 394 Warwick -4.6% 41.70010 -71.41617
## 395 Hemet 37.6% 33.74752 -116.97197
## 396 Longview 11.6% 32.50070 -94.74049
## 397 Farmington Hills -0.9% 42.49899 -83.36772
## 398 Bend 54.3% 44.05817 -121.31531
## 399 Lakewood 2.1% 33.85363 -118.13396
## 400 Merced 25.4% 37.30216 -120.48297
## 401 Mission 74.5% 26.21591 -98.32529
## 402 Chino 15.6% 34.01223 -117.68894
## 403 Redwood City 7.1% 37.48522 -122.23635
## 404 Edinburg 65.1% 26.30174 -98.16334
## 405 Cranston 1.4% 41.77982 -71.43728
## 406 Parma -5.9% 41.40477 -81.72291
## 407 New Rochelle 9.9% 40.91149 -73.78235
## 408 Lake Forest 4.2% 33.64697 -117.68922
## 409 Napa 8.4% 38.29754 -122.28687
## 410 Hammond -4.6% 41.58337 -87.50004
## 411 Fayetteville 32.9% 36.06258 -94.15743
## 412 Bloomington 20.1% 40.48420 -88.99369
## 413 Avondale 111.5% 33.43560 -112.34960
## 414 Somerville 1.6% 42.38760 -71.09950
## 415 Palm Coast 137.2% 29.58445 -81.20787
## 416 Bryan 19.3% 30.67436 -96.36996
## 417 Gary -23.4% 41.59337 -87.34643
## 418 Largo 5.1% 27.90947 -82.78732
## 419 Brooklyn Park 16.0% 45.09413 -93.35634
## 420 Tustin 15.6% 33.74585 -117.82617
## 421 Racine -4.4% 42.72613 -87.78285
## 422 Deerfield Beach 4.8% 26.31841 -80.09977
## 423 Lynchburg 19.5% 37.41375 -79.14225
## 424 Mountain View 10.1% 37.38605 -122.08385
## 425 Medford 17.1% 42.32652 -122.87559
## 426 Lawrence 7.5% 42.70704 -71.16311
## 427 Bellflower 6.3% 33.88168 -118.11701
## 428 Melbourne 5.9% 28.08363 -80.60811
## 429 St. Joseph 4.1% 39.76746 -94.84668
## 430 Camden -3.6% 39.92595 -75.11962
## 431 St. George 53.1% 37.09653 -113.56842
## 432 Kennewick 29.1% 46.21125 -119.13723
## 433 Baldwin Park 0.8% 34.08529 -117.96090
## 434 Chino Hills 13.6% 33.98982 -117.73258
## 435 Alameda 5.4% 37.76521 -122.24164
## 436 Albany -0.6% 31.57851 -84.15574
## 437 Arlington Heights -0.6% 42.08836 -87.98063
## 438 Scranton 0.0% 41.40897 -75.66241
## 439 Evanston 1.9% 42.04507 -87.68770
## 440 Kalamazoo -1.9% 42.29171 -85.58723
## 441 Baytown 13.1% 29.73550 -94.97743
## 442 Upland 9.5% 34.09751 -117.64839
## 443 Springdale 57.1% 36.18674 -94.12881
## 444 Bethlehem 5.2% 40.62593 -75.37046
## 445 Schaumburg -0.5% 42.03336 -88.08341
## 446 Mount Pleasant 53.2% 32.83232 -79.82843
## 447 Auburn 34.9% 47.30732 -122.22845
## 448 Decatur -8.7% 39.84031 -88.95480
## 449 San Ramon 65.8% 37.77993 -121.97802
## 450 Pleasanton 15.2% 37.66243 -121.87468
## 451 Wyoming 6.5% 42.91336 -85.70531
## 452 Lake Charles 3.0% 30.22659 -93.21738
## 453 Plymouth 12.0% 45.01052 -93.45551
## 454 Bolingbrook 29.7% 41.69864 -88.06840
## 455 Pharr 55.7% 26.19480 -98.18362
## 456 Appleton 4.5% 44.26193 -88.41538
## 457 Gastonia 8.2% 35.26208 -81.18730
## 458 Folsom 38.6% 38.67796 -121.17606
## 459 Southfield -6.7% 42.47337 -83.22187
## 460 Rochester Hills 5.7% 42.65837 -83.14993
## 461 New Britain 1.9% 41.66121 -72.77954
## 462 Goodyear 271.0% 33.43534 -112.35766
## 463 Canton -10.3% 40.79895 -81.37845
## 464 Warner Robins 45.7% 32.61300 -83.62420
## 465 Union City 7.4% 37.59339 -122.04383
## 466 Perris 98.7% 33.78252 -117.22865
## 467 Manteca 42.7% 37.79743 -121.21605
## 468 Iowa City 13.8% 41.66113 -91.53017
## 469 Jonesboro 28.3% 35.84230 -90.70428
## 470 Wilmington -1.6% 39.73907 -75.53979
## 471 Lynwood 2.0% 33.93029 -118.21146
## 472 Loveland 37.4% 40.39776 -105.07498
## 473 Pawtucket -2.5% 41.87871 -71.38256
## 474 Boynton Beach 17.3% 26.53179 -80.09055
## 475 Waukesha 8.0% 43.01168 -88.23148
## 476 Gulfport -0.6% 30.36742 -89.09282
## 477 Apple Valley 29.9% 34.50083 -117.18588
## 478 Passaic 4.3% 40.85677 -74.12848
## 479 Rapid City 17.9% 44.08054 -103.23101
## 480 Layton 20.2% 41.06022 -111.97105
## 481 Lafayette 14.5% 40.41670 -86.87529
## 482 Turlock 23.5% 37.49466 -120.84659
## 483 Muncie -0.7% 40.19338 -85.38636
## 484 Temple 27.1% 31.09823 -97.34278
## 485 Missouri City 31.1% 29.61857 -95.53772
## 486 Redlands 9.4% 34.05557 -117.18254
## 487 Santa Fe 10.5% 35.68698 -105.93780
## 488 Lauderhill 4.2% 26.14036 -80.21338
## 489 Milpitas 11.0% 37.43233 -121.89957
## 490 Palatine 4.5% 42.11030 -88.03424
## 491 Missoula 19.7% 46.87872 -113.99659
## 492 Rock Hill 36.0% 34.92487 -81.02508
## 493 Jacksonville 5.0% 34.75405 -77.43024
## 494 Franklin 48.5% 35.92506 -86.86889
## 495 Flagstaff 29.3% 35.19828 -111.65130
## 496 Flower Mound 32.5% 33.01457 -97.09696
## 497 Weston 34.5% 26.10037 -80.39977
## 498 Waterloo -0.5% 42.49279 -92.34258
## 499 Union City 1.7% 40.69759 -74.26316
## 500 Mount Vernon -0.2% 40.91260 -73.83708
## 501 Fort Myers 31.2% 26.64063 -81.87231
## 502 Dothan 16.6% 31.22323 -85.39049
## 503 Rancho Cordova 26.4% 38.58907 -121.30273
## 504 Redondo Beach 6.7% 33.84918 -118.38841
## 505 Jackson 12.9% 35.61452 -88.81395
## 506 Pasco 98.5% 46.23958 -119.10057
## 507 St. Charles 11.3% 38.78811 -90.49744
## 508 Eau Claire 8.7% 44.81135 -91.49849
## 509 North Richland Hills 20.2% 32.83430 -97.22890
## 510 Bismarck 20.1% 46.80833 -100.78374
## 511 Yorba Linda 13.4% 33.88863 -117.81311
## 512 Kenner -4.8% 29.99409 -90.24174
## 513 Walnut Creek 3.5% 37.91008 -122.06518
## 514 Frederick 25.9% 39.41427 -77.41054
## 515 Oshkosh 5.3% 44.02471 -88.54261
## 516 Pittsburg 16.6% 38.02798 -121.88468
## 517 Palo Alto 13.7% 37.44188 -122.14302
## 518 Bossier City 17.4% 32.51599 -93.73212
## 519 Portland 3.2% 43.66147 -70.25533
## 520 St. Cloud 10.9% 45.55795 -94.16324
## 521 Davis 11.9% 38.54491 -121.74052
## 522 South San Francisco 9.1% 37.65466 -122.40775
## 523 Camarillo 14.9% 34.21639 -119.03760
## 524 North Little Rock 9.0% 34.76954 -92.26709
## 525 Schenectady 6.7% 42.81424 -73.93957
## 526 Gaithersburg 24.2% 39.14344 -77.20137
## 527 Harlingen 11.6% 26.19063 -97.69610
## 528 Woodbury 39.8% 44.92386 -92.95938
## 529 Eagan 2.6% 44.80413 -93.16689
## 530 Yuba City 27.9% 39.14045 -121.61691
## 531 Maple Grove 27.3% 45.07246 -93.45579
## 532 Youngstown -20.2% 41.09978 -80.64952
## 533 Skokie 2.8% 42.03240 -87.74162
## 534 Kissimmee 32.6% 28.29196 -81.40757
## 535 Johnson City 16.2% 36.31344 -82.35347
## 536 Victoria 7.5% 28.80527 -97.00360
## 537 San Clemente 28.6% 33.42697 -117.61199
## 538 Bayonne 5.1% 40.66871 -74.11431
## 539 Laguna Niguel 2.8% 33.52253 -117.70755
## 540 East Orange -7.4% 40.76732 -74.20487
## 541 Shawnee 32.2% 39.02285 -94.71519
## 542 Homestead 100.7% 25.46872 -80.47756
## 543 Rockville 34.0% 39.08400 -77.15276
## 544 Delray Beach 6.1% 26.46146 -80.07282
## 545 Janesville 5.6% 42.68279 -89.01872
## 546 Conway 46.1% 35.08870 -92.44210
## 547 Pico Rivera 0.4% 33.98307 -118.09673
## 548 Lorain -7.2% 41.45282 -82.18237
## 549 Montebello 2.0% 34.01651 -118.11375
## 550 Lodi 10.1% 38.13415 -121.27222
## 551 New Braunfels 64.0% 29.70300 -98.12445
## 552 Marysville 115.7% 48.05176 -122.17708
## 553 Tamarac 12.9% 26.21286 -80.24977
## 554 Madera 44.4% 36.96134 -120.06072
## 555 Conroe 61.9% 30.31188 -95.45605
## 556 Santa Cruz 12.5% 36.97412 -122.03080
## 557 Eden Prairie 13.3% 44.85469 -93.47079
## 558 Cheyenne 16.9% 41.13998 -104.82025
## 559 Daytona Beach -2.3% 29.21081 -81.02283
## 560 Alpharetta 33.6% 34.07538 -84.29409
## 561 Hamilton 2.7% 39.39950 -84.56134
## 562 Waltham 5.0% 42.37649 -71.23561
## 563 Coon Rapids 0.6% 45.17324 -93.30301
## 564 Haverhill 5.0% 42.77620 -71.07728
## 565 Council Bluffs 6.2% 41.26194 -95.86083
## 566 Taylor -6.3% 42.24087 -83.26965
## 567 Utica 2.2% 43.10090 -75.23266
## 568 Ames 21.3% 42.03472 -93.62000
## 569 La Habra 3.6% 33.93196 -117.94617
## 570 Encinitas 5.8% 33.03699 -117.29198
## 571 Bowling Green 24.1% 36.96852 -86.48080
## 572 Burnsville 1.9% 44.76774 -93.27772
## 573 Greenville 8.2% 34.85262 -82.39401
## 574 West Des Moines 29.8% 41.57721 -93.71133
## 575 Cedar Park 134.3% 30.50520 -97.82029
## 576 Tulare 33.3% 36.20773 -119.34734
## 577 Monterey Park 1.5% 34.06251 -118.12285
## 578 Vineland 9.3% 39.48638 -75.02596
## 579 Terre Haute 2.5% 39.46670 -87.41391
## 580 North Miami 2.0% 25.89009 -80.18671
## 581 Mansfield 114.2% 32.56319 -97.14168
## 582 West Allis -0.6% 43.01668 -88.00703
## 583 Bristol 0.4% 41.67176 -72.94927
## 584 Taylorsville 2.9% 40.66772 -111.93883
## 585 Malden 7.4% 42.42510 -71.06616
## 586 Meriden 3.7% 41.53815 -72.80704
## 587 Blaine 32.8% 45.16080 -93.23495
## 588 Wellington 55.0% 26.66176 -80.26836
## 589 Cupertino 14.3% 37.32300 -122.03218
## 590 Springfield 12.4% 44.04624 -123.02203
## 591 Rogers 50.6% 36.33202 -94.11854
## 592 St. Clair Shores -4.6% 42.49741 -82.89636
## 593 Gardena 3.4% 33.88835 -118.30896
## 594 Pontiac -11.4% 42.63892 -83.29105
## 595 National City 10.1% 32.67811 -117.09920
## 596 Grand Junction 30.9% 39.06387 -108.55065
## 597 Rocklin 60.3% 38.79073 -121.23578
## 598 Chapel Hill 24.1% 35.91320 -79.05584
## 599 Casper 19.9% 42.86663 -106.31308
## 600 Broomfield 50.3% 39.92054 -105.08665
## 601 Petaluma 8.4% 38.23242 -122.63665
## 602 South Jordan 100.1% 40.56217 -111.92966
## 603 Springfield -9.8% 39.92423 -83.80882
## 604 Great Falls 3.9% 47.49418 -111.28334
## 605 Lancaster 4.5% 40.03788 -76.30551
## 606 North Port 154.6% 27.04422 -82.23593
## 607 Lakewood 1.1% 47.17176 -122.51846
## 608 Marietta -3.8% 33.95260 -84.54993
## 609 San Rafael 5.0% 37.97353 -122.53109
## 610 Royal Oak -1.7% 42.48948 -83.14465
## 611 Des Plaines 3.2% 42.03336 -87.88340
## 612 Huntington Park -4.1% 33.98168 -118.22507
## 613 La Mesa 6.9% 32.76783 -117.02308
## 614 Orland Park 13.9% 41.63031 -87.85394
## 615 Auburn 26.4% 32.60986 -85.48078
## 616 Lakeville 34.3% 44.64969 -93.24272
## 617 Owensboro 7.7% 37.77191 -87.11117
## 618 Moore 41.5% 35.33951 -97.48670
## 619 Jupiter 46.2% 26.93422 -80.09421
## 620 Idaho Falls 14.0% 43.49165 -112.03396
## 621 Dubuque 0.9% 42.50056 -90.66457
## 622 Bartlett 31.7% 35.20453 -89.87398
## 623 Rowlett 28.6% 32.90290 -96.56388
## 624 Novi 22.0% 42.48059 -83.47549
## 625 White Plains 8.5% 41.03399 -73.76291
## 626 Arcadia 8.3% 34.13973 -118.03534
## 627 Redmond 26.0% 47.67399 -122.12151
## 628 Lake Elsinore 96.5% 33.66808 -117.32726
## 629 Ocala 20.8% 29.18720 -82.14009
## 630 Tinley Park 16.3% 41.57314 -87.79329
## 631 Port Orange 22.8% 29.13832 -80.99561
## 632 Medford 2.7% 42.41843 -71.10616
## 633 Oak Lawn 3.3% 41.71998 -87.74795
## 634 Rocky Mount -3.1% 35.93821 -77.79053
## 635 Kokomo 21.3% 40.48643 -86.13360
## 636 Coconut Creek 28.4% 26.25175 -80.17894
## 637 Bowie 8.6% 39.00678 -76.77914
## 638 Berwyn 5.1% 41.85059 -87.79367
## 639 Midwest City 4.5% 35.44951 -97.39670
## 640 Fountain Valley 3.0% 33.70918 -117.95367
## 641 Buckeye 480.9% 33.37032 -112.58378
## 642 Dearborn Heights -3.0% 42.33698 -83.27326
## 643 Woodland 13.8% 38.67852 -121.77330
## 644 Noblesville 88.1% 40.04559 -86.00860
## 645 Valdosta 22.3% 30.83270 -83.27849
## 646 Diamond Bar 0.1% 34.02862 -117.81034
## 647 Manhattan 22.8% 39.18361 -96.57167
## 648 Santee 5.7% 32.83838 -116.97392
## 649 Taunton 0.0% 41.90010 -71.08977
## 650 Sanford 42.8% 28.80286 -81.26945
## 651 Kettering -3.1% 39.68950 -84.16883
## 652 New Brunswick 15.5% 40.48622 -74.45182
## 653 Decatur 3.1% 34.60593 -86.98334
## 654 Chicopee 1.7% 42.14870 -72.60787
## 655 Anderson -6.6% 40.10532 -85.68025
## 656 Margate 2.7% 26.24453 -80.20644
## 657 Weymouth Town 42.21807 -70.94104
## 658 Hempstead 4.0% 40.70621 -73.61874
## 659 Corvallis 11.8% 44.56457 -123.26204
## 660 Eastvale 33.95246 -117.58480
## 661 Porterville 20.1% 36.06523 -119.01677
## 662 West Haven 5.1% 41.27055 -72.94697
## 663 Brentwood 122.3% 37.93187 -121.69579
## 664 Paramount -0.7% 33.88946 -118.15979
## 665 Grand Forks 11.5% 47.92526 -97.03285
## 666 Georgetown 91.9% 30.63326 -97.67798
## 667 St. Peters 6.5% 38.78747 -90.62989
## 668 Shoreline 2.9% 47.75565 -122.34152
## 669 Mount Prospect -2.5% 42.06642 -87.93729
## 670 Hanford 30.3% 36.32745 -119.64568
## 671 Normal 19.7% 40.51420 -88.99063
## 672 Rosemead 1.7% 34.08057 -118.07285
## 673 Lehi 176.3% 40.39162 -111.85077
## 674 Pocatello 5.4% 42.87130 -112.44553
## 675 Highland 21.0% 34.12834 -117.20865
## 676 Novato 13.3% 38.10742 -122.56970
## 677 Port Arthur -6.0% 29.88495 -93.93995
## 678 Carson City 2.9% 39.16380 -119.76740
## 679 San Marcos 48.5% 29.88327 -97.94139
## 680 Hendersonville 31.7% 36.30477 -86.62000
## 681 Elyria -3.7% 41.36838 -82.10765
## 682 Revere 13.4% 42.40843 -71.01199
## 683 Pflugerville 123.4% 30.43937 -97.62000
## 684 Greenwood 46.0% 39.61366 -86.10665
## 685 Bellevue 20.5% 41.15436 -95.91456
## 686 Wheaton -3.4% 41.86614 -88.10701
## 687 Smyrna 20.0% 33.88399 -84.51438
## 688 Sarasota 1.4% 27.33643 -82.53065
## 689 Blue Springs 9.9% 39.01695 -94.28161
## 690 Colton 10.8% 34.07390 -117.31365
## 691 Euless 15.1% 32.83707 -97.08195
## 692 Castle Rock 153.5% 39.37221 -104.85609
## 693 Cathedral City 23.2% 33.78054 -116.46680
## 694 Kingsport 16.7% 36.54843 -82.56182
## 695 Lake Havasu City 24.6% 34.48390 -114.32245
## 696 Pensacola -6.0% 30.42131 -87.21691
## 697 Hoboken 35.8% 40.74399 -74.03236
## 698 Yucaipa 26.8% 34.03363 -117.04309
## 699 Watsonville 12.7% 36.91023 -121.75689
## 700 Richland 34.6% 46.28569 -119.28446
## 701 Delano 31.8% 35.76884 -119.24705
## 702 Hoffman Estates 5.4% 42.06299 -88.12272
## 703 Florissant -2.8% 38.78922 -90.32261
## 704 Placentia 11.8% 33.87224 -117.87034
## 705 West New York 13.3% 40.78788 -74.01431
## 706 Dublin 70.0% 37.70215 -121.93579
## 707 Oak Park -0.8% 41.88503 -87.78450
## 708 Peabody 7.5% 42.52787 -70.92866
## 709 Perth Amboy 9.7% 40.50677 -74.26542
## 710 Battle Creek -2.8% 42.32115 -85.17971
## 711 Bradenton 3.4% 27.49893 -82.57482
## 712 Gilroy 23.9% 37.00578 -121.56828
## 713 Milford 1.8% 41.23070 -73.06404
## 714 Albany 25.5% 44.63651 -123.10593
## 715 Ankeny 86.9% 41.73179 -93.60013
## 716 La Crosse -0.8% 43.80136 -91.23958
## 717 Burlington 12.1% 36.09569 -79.43780
## 718 DeSoto 36.0% 32.58970 -96.85707
## 719 Harrisonburg 27.1% 38.44957 -78.86892
## 720 Minnetonka 0.4% 44.92118 -93.46875
## 721 Elkhart -2.5% 41.68199 -85.97667
## 722 Lakewood -9.4% 41.48199 -81.79819
## 723 Glendora 3.1% 34.13612 -117.86534
## 724 Southaven 72.8% 34.98898 -90.01259
## 725 Charleston -4.7% 38.34982 -81.63262
## 726 Joplin 11.2% 37.08423 -94.51328
## 727 Enid 8.1% 36.39559 -97.87839
## 728 Palm Beach Gardens 39.6% 26.82339 -80.13865
## 729 Brookhaven 33.86510 -84.33659
## 730 Plainfield 5.7% 40.63371 -74.40737
## 731 Grand Island 16.0% 40.92640 -98.34201
## 732 Palm Desert 13.2% 33.72224 -116.37446
## 733 Huntersville 92.9% 35.41069 -80.84285
## 734 Tigard 17.8% 45.43123 -122.77149
## 735 Lenexa 24.6% 38.95362 -94.73357
## 736 Saginaw -18.2% 43.41947 -83.95081
## 737 Kentwood 10.5% 42.86947 -85.64475
## 738 Doral 137.6% 25.81954 -80.35533
## 739 Apple Valley 9.2% 44.73191 -93.21772
## 740 Grapevine 17.6% 32.93429 -97.07807
## 741 Aliso Viejo 25.4% 33.56768 -117.72561
## 742 Sammamish 44.1% 47.61627 -122.03557
## 743 Casa Grande 86.0% 32.87950 -111.75735
## 744 Pinellas Park 5.9% 27.84280 -82.69954
## 745 Troy 1.5% 42.72841 -73.69179
## 746 West Sacramento 55.6% 38.58046 -121.53023
## 747 Burien 56.7% 47.47038 -122.34679
## 748 Commerce City 135.4% 39.80832 -104.93387
## 749 Monroe -6.1% 32.50931 -92.11930
## 750 Cerritos -3.6% 33.85835 -118.06479
## 751 Downers Grove 0.0% 41.80892 -88.01117
## 752 Coral Gables 16.1% 25.72149 -80.26838
## 753 Wilson 10.1% 35.72127 -77.91554
## 754 Niagara Falls -10.8% 43.09621 -79.03774
## 755 Poway 2.4% 32.96282 -117.03586
## 756 Edina 4.1% 44.88969 -93.34995
## 757 Cuyahoga Falls -0.2% 41.13394 -81.48456
## 758 Rancho Santa Margarita 4.6% 33.64086 -117.60310
## 759 Harrisburg 0.6% 40.27319 -76.88670
## 760 Huntington -5.0% 38.41925 -82.44515
## 761 La Mirada 4.6% 33.91724 -118.01201
## 762 Cypress 5.3% 33.81696 -118.03729
## 763 Caldwell 77.1% 43.66294 -116.68736
## 764 Logan 14.5% 41.73698 -111.83384
## 765 Galveston -15.2% 29.30135 -94.79770
## 766 Sheboygan -3.9% 43.75083 -87.71453
## 767 Middletown -5.7% 39.51506 -84.39828
## 768 Murray 6.6% 40.66689 -111.88799
## 769 Roswell 7.5% 33.39427 -104.52302
## 770 Parker 96.4% 39.51860 -104.76136
## 771 Bedford 2.9% 32.84402 -97.14307
## 772 East Lansing 4.2% 42.73698 -84.48387
## 773 Methuen 10.3% 42.72620 -71.19089
## 774 Covina 3.3% 34.09001 -117.89034
## 775 Alexandria 4.1% 31.31129 -92.44514
## 776 Olympia 12.1% 47.03787 -122.90070
## 777 Euclid -8.4% 41.59310 -81.52679
## 778 Mishawaka 2.0% 41.66199 -86.15862
## 779 Salina 4.5% 38.84028 -97.61142
## 780 Azusa 6.7% 34.13362 -117.90756
## 781 Newark 3.1% 40.05812 -82.40126
## 782 Chesterfield 1.9% 38.66311 -90.57707
## 783 Leesburg 66.0% 39.11566 -77.56360
## 784 Dunwoody 33.94621 -84.33465
## 785 Hattiesburg 3.1% 31.32712 -89.29034
## 786 Roseville -1.0% 42.49726 -82.93714
## 787 Bonita Springs 43.8% 26.33981 -81.77870
## 788 Portage 5.7% 42.20115 -85.58000
## 789 St. Louis Park 7.3% 44.95974 -93.37022
## 790 Collierville 43.4% 35.04204 -89.66453
## 791 Middletown 3.6% 41.56232 -72.65065
## 792 Stillwater 20.1% 36.11561 -97.05837
## 793 East Providence -3.3% 41.81371 -71.37005
## 794 Lawrence 20.5% 39.83865 -86.02526
## 795 Wauwatosa 0.0% 43.04946 -88.00759
## 796 Mentor -6.6% 41.66616 -81.33955
## 797 Ceres 34.0% 37.59493 -120.95771
## 798 Cedar Hill 42.4% 32.58847 -96.95612
## 799 Mansfield -10.1% 40.75839 -82.51545
## 800 Binghamton -1.7% 42.09869 -75.91797
## 801 Coeur d'Alene 32.8% 47.67768 -116.78047
## 802 San Luis Obispo 4.4% 35.28275 -120.65962
## 803 Minot 26.6% 48.23297 -101.29229
## 804 Palm Springs 7.7% 33.83030 -116.54529
## 805 Pine Bluff -16.2% 34.22843 -92.00320
## 806 Texas City 10.3% 29.38385 -94.90270
## 807 Summerville 62.9% 33.01850 -80.17565
## 808 Twin Falls 31.5% 42.56297 -114.46087
## 809 Jeffersonville 53.3% 38.27757 -85.73718
## 810 San Jacinto 91.8% 33.78391 -116.95864
## 811 Madison 53.7% 34.69926 -86.74833
## 812 Altoona -7.3% 40.51868 -78.39474
## 813 Columbus 16.4% 39.20144 -85.92138
## 814 Beavercreek 19.0% 39.70923 -84.06327
## 815 Apopka 63.9% 28.69341 -81.53221
## 816 Elmhurst 5.7% 41.89947 -87.94034
## 817 Maricopa 2503.4% 33.05811 -112.04764
## 818 Farmington 18.1% 36.72806 -108.21869
## 819 Glenview 5.2% 42.06975 -87.78784
## 820 Cleveland Heights -10.3% 41.52005 -81.55624
## 821 Draper 77.4% 40.52467 -111.86382
## 822 Lincoln 285.2% 38.89156 -121.29301
## 823 Sierra Vista 19.3% 31.54550 -110.27729
## 824 Lacey 41.7% 47.03426 -122.82319
## 825 Biloxi -11.5% 30.39603 -88.88531
## 826 Strongsville 1.9% 41.31450 -81.83569
## 827 Barnstable Town -7.1% 41.70032 -70.30020
## 828 Wylie 185.2% 33.01512 -96.53888
## 829 Sayreville 9.6% 40.45940 -74.36085
## 830 Kannapolis 18.6% 35.48736 -80.62173
## 831 Charlottesville 10.5% 38.02931 -78.47668
## 832 Littleton 9.4% 39.61332 -105.01665
## 833 Titusville 7.8% 28.61222 -80.80755
## 834 Hackensack 2.9% 40.88593 -74.04347
## 835 Newark 3.3% 37.52966 -122.04024
## 836 Pittsfield -3.6% 42.45008 -73.24538
## 837 York 6.4% 39.96260 -76.72774
## 838 Lombard 2.9% 41.88003 -88.00784
## 839 Attleboro 4.6% 41.94454 -71.28561
## 840 DeKalb 11.8% 41.92947 -88.75036
## 841 Blacksburg 9.4% 37.22957 -80.41394
## 842 Dublin 37.6% 40.09923 -83.11408
## 843 Haltom City 11.4% 32.79957 -97.26918
## 844 Lompoc 5.5% 34.63915 -120.45794
## 845 El Centro 13.7% 32.79200 -115.56305
## 846 Danville 3.7% 37.82159 -121.99996
## 847 Jefferson City 6.7% 38.57670 -92.17352
## 848 Cutler Bay 42.9% 25.58083 -80.34686
## 849 Oakland Park 2.7% 26.17231 -80.13199
## 850 North Miami Beach 3.6% 25.93315 -80.16255
## 851 Freeport -1.4% 40.65760 -73.58318
## 852 Moline -1.9% 41.50670 -90.51513
## 853 Coachella 88.4% 33.68030 -116.17389
## 854 Fort Pierce 6.9% 27.44671 -80.32561
## 855 Smyrna 54.9% 35.98284 -86.51860
## 856 Bountiful 3.9% 40.88939 -111.88077
## 857 Fond du Lac 1.7% 43.77304 -88.44705
## 858 Everett 12.1% 42.40843 -71.05366
## 859 Danville -11.0% 36.58597 -79.39502
## 860 Keller 53.3% 32.93419 -97.22930
## 861 Belleville 1.2% 38.52005 -89.98399
## 862 Bell Gardens -2.7% 33.96529 -118.15146
## 863 Cleveland 14.1% 35.15952 -84.87661
## 864 North Lauderdale 10.8% 26.21730 -80.22588
## 865 Fairfield 1.2% 39.34547 -84.56032
## 866 Salem 5.1% 42.51954 -70.89672
## 867 Rancho Palos Verdes 2.9% 33.74446 -118.38702
## 868 San Bruno 5.6% 37.63049 -122.41108
## 869 Concord 4.1% 43.20814 -71.53757
## 870 Burlington 6.1% 44.47588 -73.21207
## 871 Apex 98.8% 35.73265 -78.85029
## 872 Midland 0.9% 43.61558 -84.24721
## 873 Altamonte Springs 2.0% 28.66111 -81.36562
## 874 Hutchinson 0.1% 38.06084 -97.92977
## 875 Buffalo Grove -3.4% 42.16628 -87.96313
## 876 Urbandale 41.5% 41.62666 -93.71217
## 877 State College 8.7% 40.79339 -77.86000
## 878 Urbana 10.3% 40.11059 -88.20727
## 879 Plainfield 203.6% 41.63222 -88.21203
## 880 Manassas 19.5% 38.75095 -77.47527
## 881 Bartlett 13.1% 41.99503 -88.18563
## 882 Kearny 2.8% 40.76843 -74.14542
## 883 Oro Valley 27.0% 32.39091 -110.96649
## 884 Findlay 5.8% 41.04422 -83.64993
## 885 Rohnert Park 0.0% 38.33964 -122.70110
## 886 Westfield 3.0% 42.12509 -72.74954
## 887 Linden 4.7% 40.62205 -74.24459
## 888 Sumter 1.3% 33.92044 -80.34147
## 889 Wilkes-Barre -4.3% 41.24591 -75.88131
## 890 Woonsocket -5.2% 42.00288 -71.51478
## 891 Leominster -1.1% 42.52509 -71.75979
## 892 Shelton 7.3% 41.31649 -73.09316
## 893 Brea 15.2% 33.91668 -117.90006
## 894 Covington -4.7% 39.08367 -84.50855
## 895 Rockwall 117.2% 32.93123 -96.45971
## 896 Meridian -0.9% 32.36431 -88.70366
## 897 Riverton 61.6% 40.52189 -111.93910
## 898 St. Cloud 86.2% 28.24890 -81.28118
## 899 Quincy 0.5% 39.93560 -91.40987
## 900 Morgan Hill 19.5% 37.13050 -121.65439
## 901 Warren -15.2% 41.23756 -80.81842
## 902 Edmonds 2.9% 47.81065 -122.37736
## 903 Burleson 85.3% 32.54208 -97.32085
## 904 Beverly 2.0% 42.55843 -70.88005
## 905 Mankato 24.7% 44.16358 -93.99940
## 906 Hagerstown 10.4% 39.64176 -77.71999
## 907 Prescott 18.1% 34.54002 -112.46850
## 908 Campbell 4.2% 37.28717 -121.94996
## 909 Cedar Falls 12.0% 42.53490 -92.44532
## 910 Beaumont 254.5% 33.92946 -116.97725
## 911 La Puente -1.6% 34.02001 -117.94951
## 912 Crystal Lake 5.3% 42.24113 -88.31620
## 913 Fitchburg 3.5% 42.58342 -71.80230
## 914 Carol Stream -0.2% 41.91253 -88.13479
## 915 Hickory 7.0% 35.73445 -81.34446
## 916 Streamwood 10.1% 42.02558 -88.17841
## 917 Norwich 11.6% 41.52426 -72.07591
## 918 Coppell 10.3% 32.95457 -97.01501
## 919 San Gabriel 0.9% 34.09611 -118.10583
## 920 Holyoke 0.9% 42.20426 -72.61620
## 921 Bentonville 97.7% 36.37285 -94.20882
## 922 Florence 10.2% 34.79981 -87.67725
## 923 Peachtree Corners 33.96989 -84.22146
## 924 Brentwood 51.9% 36.03312 -86.78278
## 925 Bozeman 41.9% 45.67700 -111.04293
## 926 New Berlin 3.6% 42.97640 -88.10842
## 927 Goose Creek 26.1% 32.98101 -80.03259
## 928 Huntsville 13.2% 30.72353 -95.55078
## 929 Prescott Valley 62.9% 34.61002 -112.31572
## 930 Maplewood 12.3% 44.95302 -92.99522
## 931 Romeoville 79.5% 41.64753 -88.08951
## 932 Duncanville 9.7% 32.65180 -96.90834
## 933 Atlantic City -2.2% 39.36428 -74.42293
## 934 Clovis 21.3% 34.40480 -103.20523
## 935 The Colony 45.7% 33.08061 -96.89283
## 936 Culver City 1.3% 34.02112 -118.39647
## 937 Marlborough 7.6% 42.34593 -71.55229
## 938 Hilton Head Island 16.0% 32.21632 -80.75261
## 939 Moorhead 21.3% 46.87376 -96.76780
## 940 Calexico 44.0% 32.67895 -115.49888
## 941 Bullhead City 15.9% 35.13594 -114.52860
## 942 Germantown 4.1% 35.08676 -89.81009
## 943 La Quinta 59.9% 33.66336 -116.31001
## 944 Lancaster 10.7% 39.71368 -82.59933
## 945 Wausau 1.7% 44.95914 -89.63012
## 946 Sherman 11.6% 33.63566 -96.60888
## 947 Ocoee 57.9% 28.56917 -81.54396
## 948 Shakopee 85.7% 44.79740 -93.52729
## 949 Woburn 4.4% 42.47926 -71.15228
## 950 Bremerton 4.9% 47.56732 -122.63294
## 951 Rock Island -1.9% 41.50948 -90.57875
## 952 Muskogee -0.7% 35.74788 -95.36969
## 953 Cape Girardeau 9.4% 37.30588 -89.51815
## 954 Annapolis 7.6% 38.97845 -76.49218
## 955 Greenacres 35.5% 26.62763 -80.13539
## 956 Ormond Beach 5.8% 29.28581 -81.05589
## 957 Hallandale Beach 12.4% 25.98120 -80.14838
## 958 Stanton 2.8% 33.80252 -117.99312
## 959 Puyallup 11.8% 47.18538 -122.29290
## 960 Pacifica 0.5% 37.61383 -122.48692
## 961 Hanover Park 0.6% 41.99947 -88.14507
## 962 Hurst 5.8% 32.82346 -97.17057
## 963 Lima -8.1% 40.74255 -84.10523
## 964 Marana 166.2% 32.43638 -111.22244
## 965 Carpentersville 22.8% 42.12114 -88.25786
## 966 Oakley 47.7% 37.99742 -121.71245
## 967 Huber Heights -0.2% 39.84395 -84.12466
## 968 Lancaster 46.4% 32.59208 -96.75611
## 969 Montclair 12.1% 34.07751 -117.68978
## 970 Wheeling 4.8% 42.13919 -87.92896
## 971 Brookfield -1.9% 43.06057 -88.10648
## 972 Park Ridge 0.1% 42.01114 -87.84062
## 973 Florence 19.8% 34.19543 -79.76256
## 974 Roy 13.3% 41.16161 -112.02633
## 975 Winter Garden 142.5% 28.56528 -81.58618
## 976 Chelsea 7.3% 42.39176 -71.03283
## 977 Valley Stream 3.6% 40.66427 -73.70846
## 978 Spartanburg -6.2% 34.94957 -81.93205
## 979 Lake Oswego 5.3% 45.42067 -122.67065
## 980 Friendswood 28.6% 29.52940 -95.20104
## 981 Westerville 5.7% 40.12617 -82.92907
## 982 Northglenn 15.5% 39.89618 -104.98115
## 983 Phenix City 31.9% 32.47098 -85.00077
## 984 Grove City 35.6% 39.88145 -83.09296
## 985 Texarkana 7.4% 33.42513 -94.04769
## 986 Addison 2.6% 41.93170 -87.98896
## 987 Dover 16.0% 39.15817 -75.52437
## 988 Lincoln Park -6.7% 42.25059 -83.17854
## 989 Calumet City -4.5% 41.61559 -87.52949
## 990 Muskegon -7.1% 43.23418 -86.24839
## 991 Aventura 47.2% 25.95648 -80.13921
## 992 Martinez 3.4% 38.01937 -122.13413
## 993 Greenfield 4.8% 42.96140 -88.01259
## 994 Apache Junction 15.7% 33.41505 -111.54958
## 995 Monrovia 0.2% 34.14426 -118.00195
## 996 Weslaco 28.8% 26.15952 -97.99084
## 997 Keizer 14.4% 44.99012 -123.02621
## 998 Spanish Fork 78.1% 40.11496 -111.65492
## 999 Beloit 2.9% 42.50835 -89.03178
## 1000 Panama City 0.1% 30.15881 -85.66021
## population rank state
## 1 8405837 1 New York
## 2 3884307 2 California
## 3 2718782 3 Illinois
## 4 2195914 4 Texas
## 5 1553165 5 Pennsylvania
## 6 1513367 6 Arizona
## 7 1409019 7 Texas
## 8 1355896 8 California
## 9 1257676 9 Texas
## 10 998537 10 California
## 11 885400 11 Texas
## 12 843393 12 Indiana
## 13 842583 13 Florida
## 14 837442 14 California
## 15 822553 15 Ohio
## 16 792862 16 North Carolina
## 17 792727 17 Texas
## 18 688701 18 Michigan
## 19 674433 19 Texas
## 20 653450 20 Tennessee
## 21 652405 21 Washington
## 22 649495 22 Colorado
## 23 646449 23 District of Columbia
## 24 645966 24 Massachusetts
## 25 634464 25 Tennessee
## 26 622104 26 Maryland
## 27 610613 27 Oklahoma
## 28 609893 28 Kentucky
## 29 609456 29 Oregon
## 30 603488 30 Nevada
## 31 599164 31 Wisconsin
## 32 556495 32 New Mexico
## 33 526116 33 Arizona
## 34 509924 34 California
## 35 479686 35 California
## 36 469428 36 California
## 37 467007 37 Missouri
## 38 457587 38 Arizona
## 39 448479 39 Virginia
## 40 447841 40 Georgia
## 41 439886 41 Colorado
## 42 434353 42 Nebraska
## 43 431746 43 North Carolina
## 44 417650 44 Florida
## 45 406253 45 California
## 46 400070 46 Minnesota
## 47 398121 47 Oklahoma
## 48 390113 48 Ohio
## 49 386552 49 Kansas
## 50 379577 50 Texas
## 51 378715 51 Louisiana
## 52 363630 52 California
## 53 352957 53 Florida
## 54 347884 54 Hawaii
## 55 345803 55 Colorado
## 56 345012 56 California
## 57 334227 57 California
## 58 318416 58 Missouri
## 59 316619 59 California
## 60 316381 60 Texas
## 61 308428 61 Kentucky
## 62 305841 62 Pennsylvania
## 63 300950 63 Alaska
## 64 298118 64 California
## 65 297517 65 Ohio
## 66 294873 66 Minnesota
## 67 282313 67 Ohio
## 68 279639 68 North Carolina
## 69 278427 69 New Jersey
## 70 274409 70 Texas
## 71 270811 71 Nevada
## 72 268738 72 Nebraska
## 73 258959 73 New York
## 74 257342 74 New Jersey
## 75 256780 75 California
## 76 256496 76 Indiana
## 77 255483 77 Florida
## 78 249688 78 Florida
## 79 249146 79 Arizona
## 80 248142 80 Texas
## 81 246139 81 Virginia
## 82 245475 82 North Carolina
## 83 243344 83 Wisconsin
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## 85 236716 85 California
## 86 236441 86 North Carolina
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## 88 234566 88 Texas
## 89 233394 89 Florida
## 90 233294 90 Nevada
## 91 230571 91 Virginia
## 92 229972 92 Arizona
## 93 229426 93 Louisiana
## 94 228653 94 Texas
## 95 226918 95 Arizona
## 96 226877 96 Nevada
## 97 224922 97 California
## 98 214237 98 Idaho
## 99 214114 99 Virginia
## 100 213708 100 California
## 101 212113 101 Alabama
## 102 210721 102 Washington
## 103 210358 103 New York
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## 110 202824 110 Georgia
## 111 201332 111 Alabama
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## 113 200327 113 Louisiana
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## 131 181860 131 Texas
## 132 181260 132 Kansas
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## 134 177994 134 Rhode Island
## 135 175140 135 California
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## 137 172794 137 California
## 138 172638 138 Mississippi
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## 219 120310 219 Indiana
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## 496 68609 496 Texas
## 497 68388 497 Florida
## 498 68366 498 Iowa
## 499 68247 499 New Jersey
## 500 68224 500 New York
## 501 68190 501 Florida
## 502 68001 502 Alabama
## 503 67911 503 California
## 504 67815 504 California
## 505 67685 505 Tennessee
## 506 67599 506 Washington
## 507 67569 507 Missouri
## 508 67545 508 Wisconsin
## 509 67317 509 Texas
## 510 67034 510 North Dakota
## 511 67032 511 California
## 512 66975 512 Louisiana
## 513 66900 513 California
## 514 66893 514 Maryland
## 515 66778 515 Wisconsin
## 516 66695 516 California
## 517 66642 517 California
## 518 66333 518 Louisiana
## 519 66318 519 Maine
## 520 66297 520 Minnesota
## 521 66205 521 California
## 522 66174 522 California
## 523 66086 523 California
## 524 66075 524 Arkansas
## 525 65902 525 New York
## 526 65690 526 Maryland
## 527 65665 527 Texas
## 528 65656 528 Minnesota
## 529 65453 529 Minnesota
## 530 65416 530 California
## 531 65415 531 Minnesota
## 532 65184 532 Ohio
## 533 65176 533 Illinois
## 534 65173 534 Florida
## 535 65123 535 Tennessee
## 536 65098 536 Texas
## 537 65040 537 California
## 538 65028 538 New Jersey
## 539 64652 539 California
## 540 64544 540 New Jersey
## 541 64323 541 Kansas
## 542 64079 542 Florida
## 543 64072 544 Maryland
## 544 64072 543 Florida
## 545 63820 545 Wisconsin
## 546 63816 546 Arkansas
## 547 63771 547 California
## 548 63710 548 Ohio
## 549 63495 549 California
## 550 63338 550 California
## 551 63279 551 Texas
## 552 63269 552 Washington
## 553 63155 553 Florida
## 554 63105 554 California
## 555 63032 555 Texas
## 556 62864 556 California
## 557 62603 557 Minnesota
## 558 62448 558 Wyoming
## 559 62316 559 Florida
## 560 62298 560 Georgia
## 561 62258 561 Ohio
## 562 62227 562 Massachusetts
## 563 62103 563 Minnesota
## 564 62088 564 Massachusetts
## 565 61969 565 Iowa
## 566 61817 566 Michigan
## 567 61808 567 New York
## 568 61792 568 Iowa
## 569 61653 569 California
## 570 61588 570 California
## 571 61488 571 Kentucky
## 572 61434 572 Minnesota
## 573 61397 573 South Carolina
## 574 61255 574 Iowa
## 575 61238 575 Texas
## 576 61170 576 California
## 577 61085 577 California
## 578 61050 578 New Jersey
## 579 61025 579 Indiana
## 580 61007 580 Florida
## 581 60872 581 Texas
## 582 60697 582 Wisconsin
## 583 60568 583 Connecticut
## 584 60519 584 Utah
## 585 60509 585 Massachusetts
## 586 60456 586 Connecticut
## 587 60407 587 Minnesota
## 588 60202 588 Florida
## 589 60189 589 California
## 590 60177 590 Oregon
## 591 60112 591 Arkansas
## 592 60070 592 Michigan
## 593 59957 593 California
## 594 59887 594 Michigan
## 595 59834 595 California
## 596 59778 596 Colorado
## 597 59738 597 California
## 598 59635 598 North Carolina
## 599 59628 599 Wyoming
## 600 59471 600 Colorado
## 601 59440 601 California
## 602 59366 602 Utah
## 603 59357 603 Ohio
## 604 59351 604 Montana
## 605 59325 605 Pennsylvania
## 606 59212 606 Florida
## 607 59097 607 Washington
## 608 59089 608 Georgia
## 609 58994 609 California
## 610 58946 610 Michigan
## 611 58918 611 Illinois
## 612 58879 612 California
## 613 58642 613 California
## 614 58590 614 Illinois
## 615 58582 615 Alabama
## 616 58562 616 Minnesota
## 617 58416 617 Kentucky
## 618 58414 618 Oklahoma
## 619 58298 619 Florida
## 620 58292 620 Idaho
## 621 58253 621 Iowa
## 622 58226 622 Tennessee
## 623 58043 623 Texas
## 624 57960 624 Michigan
## 625 57866 625 New York
## 626 57639 626 California
## 627 57530 627 Washington
## 628 57525 628 California
## 629 57468 629 Florida
## 630 57282 630 Illinois
## 631 57203 631 Florida
## 632 57170 632 Massachusetts
## 633 57073 633 Illinois
## 634 56954 634 North Carolina
## 635 56895 635 Indiana
## 636 56792 636 Florida
## 637 56759 637 Maryland
## 638 56758 638 Illinois
## 639 56756 639 Oklahoma
## 640 56707 640 California
## 641 56683 641 Arizona
## 642 56620 642 Michigan
## 643 56590 643 California
## 644 56540 644 Indiana
## 645 56481 645 Georgia
## 646 56449 646 California
## 647 56143 647 Kansas
## 648 56105 648 California
## 649 56069 649 Massachusetts
## 650 56002 650 Florida
## 651 55870 651 Ohio
## 652 55831 652 New Jersey
## 653 55816 653 Alabama
## 654 55717 654 Massachusetts
## 655 55670 655 Indiana
## 656 55456 656 Florida
## 657 55419 657 Massachusetts
## 658 55361 658 New York
## 659 55298 659 Oregon
## 660 55191 660 California
## 661 55174 661 California
## 662 55046 662 Connecticut
## 663 55000 663 California
## 664 54980 664 California
## 665 54932 665 North Dakota
## 666 54898 666 Texas
## 667 54842 667 Missouri
## 668 54790 668 Washington
## 669 54771 669 Illinois
## 670 54686 670 California
## 671 54664 671 Illinois
## 672 54561 672 California
## 673 54382 673 Utah
## 674 54350 674 Idaho
## 675 54291 675 California
## 676 54194 676 California
## 677 54135 677 Texas
## 678 54080 678 Nevada
## 679 54076 679 Texas
## 680 54068 680 Tennessee
## 681 53956 681 Ohio
## 682 53756 682 Massachusetts
## 683 53752 683 Texas
## 684 53665 684 Indiana
## 685 53663 685 Nebraska
## 686 53648 686 Illinois
## 687 53438 687 Georgia
## 688 53326 688 Florida
## 689 53294 689 Missouri
## 690 53243 690 California
## 691 53224 691 Texas
## 692 53063 692 Colorado
## 693 52977 693 California
## 694 52962 694 Tennessee
## 695 52844 695 Arizona
## 696 52703 696 Florida
## 697 52575 697 New Jersey
## 698 52536 698 California
## 699 52477 699 California
## 700 52413 700 Washington
## 701 52403 701 California
## 702 52398 702 Illinois
## 703 52363 703 Missouri
## 704 52206 704 California
## 705 52122 705 New Jersey
## 706 52105 706 California
## 707 52066 707 Illinois
## 708 52044 708 Massachusetts
## 709 51982 709 New Jersey
## 710 51848 710 Michigan
## 711 51763 711 Florida
## 712 51701 712 California
## 713 51644 713 Connecticut
## 714 51583 714 Oregon
## 715 51567 715 Iowa
## 716 51522 716 Wisconsin
## 717 51510 717 North Carolina
## 718 51483 718 Texas
## 719 51395 719 Virginia
## 720 51368 720 Minnesota
## 721 51265 721 Indiana
## 722 51143 722 Ohio
## 723 51074 723 California
## 724 50997 724 Mississippi
## 725 50821 725 West Virginia
## 726 50789 726 Missouri
## 727 50725 727 Oklahoma
## 728 50699 728 Florida
## 729 50603 729 Georgia
## 730 50588 730 New Jersey
## 731 50550 731 Nebraska
## 732 50508 732 California
## 733 50458 733 North Carolina
## 734 50444 734 Oregon
## 735 50344 735 Kansas
## 736 50303 736 Michigan
## 737 50233 737 Michigan
## 738 50213 738 Florida
## 739 50201 739 Minnesota
## 740 50195 740 Texas
## 741 50175 741 California
## 742 50169 742 Washington
## 743 50111 743 Arizona
## 744 49998 744 Florida
## 745 49974 745 New York
## 746 49891 746 California
## 747 49858 747 Washington
## 748 49799 748 Colorado
## 749 49761 749 Louisiana
## 750 49707 750 California
## 751 49670 751 Illinois
## 752 49631 752 Florida
## 753 49628 753 North Carolina
## 754 49468 754 New York
## 755 49417 755 California
## 756 49376 756 Minnesota
## 757 49267 757 Ohio
## 758 49228 758 California
## 759 49188 759 Pennsylvania
## 760 49177 760 West Virginia
## 761 49133 761 California
## 762 49087 762 California
## 763 48957 763 Idaho
## 764 48913 764 Utah
## 765 48733 765 Texas
## 766 48725 766 Wisconsin
## 767 48630 767 Ohio
## 768 48612 768 Utah
## 769 48611 769 New Mexico
## 770 48608 770 Colorado
## 771 48592 771 Texas
## 772 48554 772 Michigan
## 773 48514 773 Massachusetts
## 774 48508 774 California
## 775 48426 775 Louisiana
## 776 48338 776 Washington
## 777 48139 777 Ohio
## 778 47989 778 Indiana
## 779 47846 779 Kansas
## 780 47842 780 California
## 781 47777 781 Ohio
## 782 47749 782 Missouri
## 783 47673 783 Virginia
## 784 47591 784 Georgia
## 785 47556 785 Mississippi
## 786 47555 786 Michigan
## 787 47547 787 Florida
## 788 47523 788 Michigan
## 789 47411 789 Minnesota
## 790 47333 790 Tennessee
## 791 47333 791 Connecticut
## 792 47186 792 Oklahoma
## 793 47149 793 Rhode Island
## 794 47135 794 Indiana
## 795 47134 795 Wisconsin
## 796 46979 796 Ohio
## 797 46714 797 California
## 798 46663 798 Texas
## 799 46454 799 Ohio
## 800 46444 800 New York
## 801 46402 801 Idaho
## 802 46377 802 California
## 803 46321 803 North Dakota
## 804 46281 804 California
## 805 46094 805 Arkansas
## 806 46081 806 Texas
## 807 46074 807 South Carolina
## 808 45981 808 Idaho
## 809 45929 809 Indiana
## 810 45851 810 California
## 811 45799 811 Alabama
## 812 45796 812 Pennsylvania
## 813 45775 813 Indiana
## 814 45712 814 Ohio
## 815 45587 815 Florida
## 816 45556 816 Illinois
## 817 45508 817 Arizona
## 818 45426 818 New Mexico
## 819 45417 819 Illinois
## 820 45394 820 Ohio
## 821 45285 821 Utah
## 822 45237 822 California
## 823 45129 823 Arizona
## 824 44919 824 Washington
## 825 44820 825 Mississippi
## 826 44730 826 Ohio
## 827 44641 827 Massachusetts
## 828 44575 828 Texas
## 829 44412 829 New Jersey
## 830 44359 830 North Carolina
## 831 44349 831 Virginia
## 832 44275 832 Colorado
## 833 44206 833 Florida
## 834 44113 834 New Jersey
## 835 44096 835 California
## 836 44057 836 Massachusetts
## 837 43935 837 Pennsylvania
## 838 43907 838 Illinois
## 839 43886 839 Massachusetts
## 840 43849 840 Illinois
## 841 43609 841 Virginia
## 842 43607 842 Ohio
## 843 43580 843 Texas
## 844 43509 844 California
## 845 43363 845 California
## 846 43341 846 California
## 847 43330 847 Missouri
## 848 43328 848 Florida
## 849 43286 849 Florida
## 850 43250 850 Florida
## 851 43167 851 New York
## 852 43116 852 Illinois
## 853 43092 853 California
## 854 43074 854 Florida
## 855 43060 855 Tennessee
## 856 43023 856 Utah
## 857 42970 857 Wisconsin
## 858 42935 858 Massachusetts
## 859 42907 859 Virginia
## 860 42907 860 Texas
## 861 42895 861 Illinois
## 862 42889 862 California
## 863 42774 863 Tennessee
## 864 42757 864 Florida
## 865 42635 865 Ohio
## 866 42544 866 Massachusetts
## 867 42448 867 California
## 868 42443 868 California
## 869 42419 869 New Hampshire
## 870 42284 870 Vermont
## 871 42214 871 North Carolina
## 872 42181 872 Michigan
## 873 42150 873 Florida
## 874 41889 874 Kansas
## 875 41778 875 Illinois
## 876 41776 876 Iowa
## 877 41757 877 Pennsylvania
## 878 41752 878 Illinois
## 879 41734 879 Illinois
## 880 41705 880 Virginia
## 881 41679 881 Illinois
## 882 41664 882 New Jersey
## 883 41627 883 Arizona
## 884 41512 884 Ohio
## 885 41398 885 California
## 886 41301 887 Massachusetts
## 887 41301 886 New Jersey
## 888 41190 888 South Carolina
## 889 41108 889 Pennsylvania
## 890 41026 890 Rhode Island
## 891 41002 891 Massachusetts
## 892 40999 892 Connecticut
## 893 40963 893 California
## 894 40956 894 Kentucky
## 895 40922 895 Texas
## 896 40921 896 Mississippi
## 897 40921 897 Utah
## 898 40918 898 Florida
## 899 40915 899 Illinois
## 900 40836 900 California
## 901 40768 901 Ohio
## 902 40727 902 Washington
## 903 40714 903 Texas
## 904 40664 904 Massachusetts
## 905 40641 905 Minnesota
## 906 40612 906 Maryland
## 907 40590 907 Arizona
## 908 40584 908 California
## 909 40566 909 Iowa
## 910 40481 910 California
## 911 40435 911 California
## 912 40388 912 Illinois
## 913 40383 913 Massachusetts
## 914 40379 914 Illinois
## 915 40361 915 North Carolina
## 916 40351 916 Illinois
## 917 40347 917 Connecticut
## 918 40342 918 Texas
## 919 40275 919 California
## 920 40249 920 Massachusetts
## 921 40167 921 Arkansas
## 922 40059 922 Alabama
## 923 40059 923 Georgia
## 924 40021 924 Tennessee
## 925 39860 925 Montana
## 926 39834 926 Wisconsin
## 927 39823 927 South Carolina
## 928 39795 928 Texas
## 929 39791 929 Arizona
## 930 39765 930 Minnesota
## 931 39650 931 Illinois
## 932 39605 932 Texas
## 933 39551 933 New Jersey
## 934 39508 934 New Mexico
## 935 39458 935 Texas
## 936 39428 936 California
## 937 39414 937 Massachusetts
## 938 39412 938 South Carolina
## 939 39398 939 Minnesota
## 940 39389 940 California
## 941 39383 941 Arizona
## 942 39375 942 Tennessee
## 943 39331 943 California
## 944 39325 944 Ohio
## 945 39309 945 Wisconsin
## 946 39296 946 Texas
## 947 39172 947 Florida
## 948 39167 948 Minnesota
## 949 39083 949 Massachusetts
## 950 39056 950 Washington
## 951 38877 951 Illinois
## 952 38863 952 Oklahoma
## 953 38816 953 Missouri
## 954 38722 954 Maryland
## 955 38696 955 Florida
## 956 38661 956 Florida
## 957 38632 957 Florida
## 958 38623 958 California
## 959 38609 959 Washington
## 960 38606 960 California
## 961 38510 961 Illinois
## 962 38448 962 Texas
## 963 38355 963 Ohio
## 964 38290 964 Arizona
## 965 38241 965 Illinois
## 966 38194 966 California
## 967 38142 967 Ohio
## 968 38071 968 Texas
## 969 38027 969 California
## 970 38015 970 Illinois
## 971 37999 971 Wisconsin
## 972 37839 972 Illinois
## 973 37792 973 South Carolina
## 974 37733 974 Utah
## 975 37711 975 Florida
## 976 37670 976 Massachusetts
## 977 37659 977 New York
## 978 37647 978 South Carolina
## 979 37610 979 Oregon
## 980 37587 980 Texas
## 981 37530 981 Ohio
## 982 37499 982 Colorado
## 983 37498 983 Alabama
## 984 37490 984 Ohio
## 985 37442 985 Texas
## 986 37385 986 Illinois
## 987 37366 987 Delaware
## 988 37313 988 Michigan
## 989 37240 989 Illinois
## 990 37213 990 Michigan
## 991 37199 991 Florida
## 992 37165 992 California
## 993 37159 993 Wisconsin
## 994 37130 994 Arizona
## 995 37101 995 California
## 996 37093 996 Texas
## 997 37064 997 Oregon
## 998 36956 998 Utah
## 999 36888 999 Wisconsin
## 1000 36877 1000 Florida
#This dataframe shows data on cities that experienced population growth from 2000 - 2013. The dataframe contains the city, state, lat and long as well as population and rank
Hint: use str(pop) or glimpse(pop) to help understand the dataframe
pop$population <-as.numeric(pop$population)
mean(pop$population)
## [1] 131132.4
#The mean is 131132.4
pop[which.min(pop$population),]
## city growth_from_2000_to_2013 latitude longitude population rank
## 1000 Panama City 0.1% 30.15881 -85.66021 36877 1000
## state
## 1000 Florida
#Population is 36877 and is for Panama City
abbr<- read_csv(url("https://intro-datascience.s3.us-east-2.amazonaws.com/statesInfo.csv"))
## Rows: 51 Columns: 2
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (2): State, Abbreviation
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
abbr
## # A tibble: 51 × 2
## State Abbreviation
## <chr> <chr>
## 1 Alabama AL
## 2 Alaska AK
## 3 Arizona AZ
## 4 Arkansas AR
## 5 California CA
## 6 Colorado CO
## 7 Connecticut CT
## 8 Delaware DE
## 9 District of Columbia DC
## 10 Florida FL
## # … with 41 more rows
abbr <- abbr %>%
rename(state=State)
abbr
## # A tibble: 51 × 2
## state Abbreviation
## <chr> <chr>
## 1 Alabama AL
## 2 Alaska AK
## 3 Arizona AZ
## 4 Arkansas AR
## 5 California CA
## 6 Colorado CO
## 7 Connecticut CT
## 8 Delaware DE
## 9 District of Columbia DC
## 10 Florida FL
## # … with 41 more rows
dfNew <- merge(abbr, pop, by= 'state')
dfNew
## state Abbreviation city
## 1 Alabama AL Mobile
## 2 Alabama AL Phenix City
## 3 Alabama AL Montgomery
## 4 Alabama AL Decatur
## 5 Alabama AL Huntsville
## 6 Alabama AL Madison
## 7 Alabama AL Tuscaloosa
## 8 Alabama AL Florence
## 9 Alabama AL Auburn
## 10 Alabama AL Hoover
## 11 Alabama AL Dothan
## 12 Alabama AL Birmingham
## 13 Alaska AK Anchorage
## 14 Arizona AZ Casa Grande
## 15 Arizona AZ Gilbert
## 16 Arizona AZ Surprise
## 17 Arizona AZ Scottsdale
## 18 Arizona AZ Bullhead City
## 19 Arizona AZ Glendale
## 20 Arizona AZ Prescott
## 21 Arizona AZ Mesa
## 22 Arizona AZ Tempe
## 23 Arizona AZ Flagstaff
## 24 Arizona AZ Marana
## 25 Arizona AZ Tucson
## 26 Arizona AZ Apache Junction
## 27 Arizona AZ Prescott Valley
## 28 Arizona AZ Peoria
## 29 Arizona AZ Avondale
## 30 Arizona AZ Maricopa
## 31 Arizona AZ Yuma
## 32 Arizona AZ Phoenix
## 33 Arizona AZ Goodyear
## 34 Arizona AZ Chandler
## 35 Arizona AZ Buckeye
## 36 Arizona AZ Oro Valley
## 37 Arizona AZ Sierra Vista
## 38 Arizona AZ Lake Havasu City
## 39 Arkansas AR Bentonville
## 40 Arkansas AR Pine Bluff
## 41 Arkansas AR Springdale
## 42 Arkansas AR Rogers
## 43 Arkansas AR Conway
## 44 Arkansas AR Fort Smith
## 45 Arkansas AR North Little Rock
## 46 Arkansas AR Jonesboro
## 47 Arkansas AR Fayetteville
## 48 Arkansas AR Little Rock
## 49 California CA Elk Grove
## 50 California CA Santee
## 51 California CA Napa
## 52 California CA Temecula
## 53 California CA Carson
## 54 California CA San Rafael
## 55 California CA Pomona
## 56 California CA Walnut Creek
## 57 California CA San Mateo
## 58 California CA Lancaster
## 59 California CA Santa Rosa
## 60 California CA Oceanside
## 61 California CA Murrieta
## 62 California CA Alhambra
## 63 California CA Ontario
## 64 California CA Livermore
## 65 California CA Santa Clarita
## 66 California CA San Clemente
## 67 California CA San Francisco
## 68 California CA Los Angeles
## 69 California CA Fontana
## 70 California CA South Gate
## 71 California CA Jurupa Valley
## 72 California CA Alameda
## 73 California CA Rancho Cucamonga
## 74 California CA Fresno
## 75 California CA Sacramento
## 76 California CA San Luis Obispo
## 77 California CA Norwalk
## 78 California CA Montebello
## 79 California CA Santa Maria
## 80 California CA Yorba Linda
## 81 California CA Oxnard
## 82 California CA Rialto
## 83 California CA Carlsbad
## 84 California CA Santa Monica
## 85 California CA Oakland
## 86 California CA San Ramon
## 87 California CA Citrus Heights
## 88 California CA San Diego
## 89 California CA Sunnyvale
## 90 California CA Stockton
## 91 California CA San Jose
## 92 California CA Bakersfield
## 93 California CA Monterey Park
## 94 California CA Glendale
## 95 California CA Laguna Niguel
## 96 California CA Anaheim
## 97 California CA Santa Ana
## 98 California CA Tustin
## 99 California CA Riverside
## 100 California CA San Bernardino
## 101 California CA Orange
## 102 California CA Vallejo
## 103 California CA Perris
## 104 California CA San Marcos
## 105 California CA Modesto
## 106 California CA Lodi
## 107 California CA Clovis
## 108 California CA Monrovia
## 109 California CA Chico
## 110 California CA Berkeley
## 111 California CA Daly City
## 112 California CA Moreno Valley
## 113 California CA Burbank
## 114 California CA Newport Beach
## 115 California CA Vacaville
## 116 California CA Palmdale
## 117 California CA Merced
## 118 California CA Palm Springs
## 119 California CA Turlock
## 120 California CA Mission Viejo
## 121 California CA Hayward
## 122 California CA Hawthorne
## 123 California CA Montclair
## 124 California CA Redlands
## 125 California CA San Jacinto
## 126 California CA Milpitas
## 127 California CA Yuba City
## 128 California CA Huntington Park
## 129 California CA Simi Valley
## 130 California CA Westminster
## 131 California CA Torrance
## 132 California CA Cerritos
## 133 California CA Redding
## 134 California CA Fairfield
## 135 California CA Garden Grove
## 136 California CA Delano
## 137 California CA San Buenaventura (Ventura)
## 138 California CA Fremont
## 139 California CA Brentwood
## 140 California CA West Covina
## 141 California CA Richmond
## 142 California CA Menifee
## 143 California CA Pasadena
## 144 California CA Antioch
## 145 California CA Davis
## 146 California CA Hanford
## 147 California CA La Puente
## 148 California CA Rosemead
## 149 California CA Diamond Bar
## 150 California CA Poway
## 151 California CA Baldwin Park
## 152 California CA Chino Hills
## 153 California CA Santa Cruz
## 154 California CA Corona
## 155 California CA Apple Valley
## 156 California CA Chula Vista
## 157 California CA Thousand Oaks
## 158 California CA Concord
## 159 California CA South San Francisco
## 160 California CA Danville
## 161 California CA Visalia
## 162 California CA Azusa
## 163 California CA Redwood City
## 164 California CA Porterville
## 165 California CA La Quinta
## 166 California CA Escondido
## 167 California CA Encinitas
## 168 California CA Pleasanton
## 169 California CA Tracy
## 170 California CA La Mesa
## 171 California CA Fullerton
## 172 California CA Vista
## 173 California CA Cupertino
## 174 California CA Morgan Hill
## 175 California CA Gilroy
## 176 California CA Aliso Viejo
## 177 California CA Gardena
## 178 California CA San Leandro
## 179 California CA Victorville
## 180 California CA Compton
## 181 California CA Indio
## 182 California CA Mountain View
## 183 California CA Union City
## 184 California CA Fountain Valley
## 185 California CA Huntington Beach
## 186 California CA Costa Mesa
## 187 California CA Chino
## 188 California CA Camarillo
## 189 California CA Inglewood
## 190 California CA Eastvale
## 191 California CA Lincoln
## 192 California CA National City
## 193 California CA Novato
## 194 California CA El Monte
## 195 California CA Palo Alto
## 196 California CA Pacifica
## 197 California CA Covina
## 198 California CA Culver City
## 199 California CA Manteca
## 200 California CA Martinez
## 201 California CA Yucaipa
## 202 California CA Watsonville
## 203 California CA El Cajon
## 204 California CA Lynwood
## 205 California CA Newark
## 206 California CA Irvine
## 207 California CA Lake Forest
## 208 California CA Palm Desert
## 209 California CA Cathedral City
## 210 California CA Arcadia
## 211 California CA San Bruno
## 212 California CA Long Beach
## 213 California CA Downey
## 214 California CA El Centro
## 215 California CA Upland
## 216 California CA Calexico
## 217 California CA Lompoc
## 218 California CA Bell Gardens
## 219 California CA Madera
## 220 California CA Santa Clara
## 221 California CA Paramount
## 222 California CA Dublin
## 223 California CA Rancho Santa Margarita
## 224 California CA Colton
## 225 California CA Rancho Palos Verdes
## 226 California CA Buena Park
## 227 California CA Bellflower
## 228 California CA Tulare
## 229 California CA Oakley
## 230 California CA Rohnert Park
## 231 California CA Glendora
## 232 California CA Folsom
## 233 California CA Stanton
## 234 California CA Hemet
## 235 California CA Rocklin
## 236 California CA Coachella
## 237 California CA Campbell
## 238 California CA West Sacramento
## 239 California CA La Mirada
## 240 California CA Salinas
## 241 California CA Woodland
## 242 California CA Whittier
## 243 California CA Petaluma
## 244 California CA Lakewood
## 245 California CA Cypress
## 246 California CA La Habra
## 247 California CA Roseville
## 248 California CA Brea
## 249 California CA Redondo Beach
## 250 California CA Lake Elsinore
## 251 California CA Beaumont
## 252 California CA Santa Barbara
## 253 California CA Pico Rivera
## 254 California CA Pittsburg
## 255 California CA Rancho Cordova
## 256 California CA Ceres
## 257 California CA Placentia
## 258 California CA San Gabriel
## 259 California CA Hesperia
## 260 California CA Highland
## 261 Colorado CO Centennial
## 262 Colorado CO Thornton
## 263 Colorado CO Lakewood
## 264 Colorado CO Parker
## 265 Colorado CO Pueblo
## 266 Colorado CO Greeley
## 267 Colorado CO Loveland
## 268 Colorado CO Castle Rock
## 269 Colorado CO Commerce City
## 270 Colorado CO Fort Collins
## 271 Colorado CO Littleton
## 272 Colorado CO Westminster
## 273 Colorado CO Colorado Springs
## 274 Colorado CO Denver
## 275 Colorado CO Longmont
## 276 Colorado CO Aurora
## 277 Colorado CO Arvada
## 278 Colorado CO Northglenn
## 279 Colorado CO Grand Junction
## 280 Colorado CO Broomfield
## 281 Colorado CO Boulder
## 282 Connecticut CT Bridgeport
## 283 Connecticut CT Danbury
## 284 Connecticut CT New Britain
## 285 Connecticut CT Middletown
## 286 Connecticut CT Stamford
## 287 Connecticut CT New Haven
## 288 Connecticut CT Milford
## 289 Connecticut CT Hartford
## 290 Connecticut CT West Haven
## 291 Connecticut CT Norwalk
## 292 Connecticut CT Bristol
## 293 Connecticut CT Meriden
## 294 Connecticut CT Shelton
## 295 Connecticut CT Waterbury
## 296 Connecticut CT Norwich
## 297 Delaware DE Wilmington
## 298 Delaware DE Dover
## 299 District of Columbia DC Washington
## 300 Florida FL Lauderhill
## 301 Florida FL Tallahassee
## 302 Florida FL Miami Gardens
## 303 Florida FL North Miami Beach
## 304 Florida FL Doral
## 305 Florida FL Lakeland
## 306 Florida FL Tamarac
## 307 Florida FL Fort Lauderdale
## 308 Florida FL Clearwater
## 309 Florida FL Sarasota
## 310 Florida FL Altamonte Springs
## 311 Florida FL Palm Bay
## 312 Florida FL Gainesville
## 313 Florida FL Titusville
## 314 Florida FL Delray Beach
## 315 Florida FL Palm Beach Gardens
## 316 Florida FL Coconut Creek
## 317 Florida FL Pinellas Park
## 318 Florida FL St. Cloud
## 319 Florida FL Port Orange
## 320 Florida FL Bradenton
## 321 Florida FL Winter Garden
## 322 Florida FL Deltona
## 323 Florida FL Weston
## 324 Florida FL Largo
## 325 Florida FL Coral Gables
## 326 Florida FL Miami
## 327 Florida FL Homestead
## 328 Florida FL Miramar
## 329 Florida FL North Port
## 330 Florida FL Fort Pierce
## 331 Florida FL Kissimmee
## 332 Florida FL Pensacola
## 333 Florida FL Palm Coast
## 334 Florida FL Jacksonville
## 335 Florida FL Miami Beach
## 336 Florida FL West Palm Beach
## 337 Florida FL Pembroke Pines
## 338 Florida FL Jupiter
## 339 Florida FL Plantation
## 340 Florida FL Ormond Beach
## 341 Florida FL Pompano Beach
## 342 Florida FL Margate
## 343 Florida FL Ocoee
## 344 Florida FL Orlando
## 345 Florida FL Hialeah
## 346 Florida FL Apopka
## 347 Florida FL Davie
## 348 Florida FL Melbourne
## 349 Florida FL Oakland Park
## 350 Florida FL Hollywood
## 351 Florida FL Panama City
## 352 Florida FL Hallandale Beach
## 353 Florida FL Coral Springs
## 354 Florida FL Sunrise
## 355 Florida FL St. Petersburg
## 356 Florida FL Boynton Beach
## 357 Florida FL Tampa
## 358 Florida FL Daytona Beach
## 359 Florida FL Fort Myers
## 360 Florida FL Cape Coral
## 361 Florida FL Bonita Springs
## 362 Florida FL North Miami
## 363 Florida FL Boca Raton
## 364 Florida FL North Lauderdale
## 365 Florida FL Sanford
## 366 Florida FL Greenacres
## 367 Florida FL Port St. Lucie
## 368 Florida FL Aventura
## 369 Florida FL Deerfield Beach
## 370 Florida FL Cutler Bay
## 371 Florida FL Ocala
## 372 Florida FL Wellington
## 373 Georgia GA Atlanta
## 374 Georgia GA Marietta
## 375 Georgia GA Roswell
## 376 Georgia GA Smyrna
## 377 Georgia GA Peachtree Corners
## 378 Georgia GA Sandy Springs
## 379 Georgia GA Johns Creek
## 380 Georgia GA Athens-Clarke County
## 381 Georgia GA Columbus
## 382 Georgia GA Dunwoody
## 383 Georgia GA Augusta-Richmond County
## 384 Georgia GA Valdosta
## 385 Georgia GA Albany
## 386 Georgia GA Warner Robins
## 387 Georgia GA Macon
## 388 Georgia GA Brookhaven
## 389 Georgia GA Savannah
## 390 Georgia GA Alpharetta
## 391 Hawaii HI Honolulu
## 392 Idaho ID Idaho Falls
## 393 Idaho ID Twin Falls
## 394 Idaho ID Pocatello
## 395 Idaho ID Caldwell
## 396 Idaho ID Meridian
## 397 Idaho ID Coeur d'Alene
## 398 Idaho ID Nampa
## 399 Idaho ID Boise City
## 400 Illinois IL Carol Stream
## 401 Illinois IL Elgin
## 402 Illinois IL Rockford
## 403 Illinois IL Cicero
## 404 Illinois IL Streamwood
## 405 Illinois IL Quincy
## 406 Illinois IL Park Ridge
## 407 Illinois IL Skokie
## 408 Illinois IL Bartlett
## 409 Illinois IL Moline
## 410 Illinois IL DeKalb
## 411 Illinois IL Oak Lawn
## 412 Illinois IL Bolingbrook
## 413 Illinois IL Joliet
## 414 Illinois IL Normal
## 415 Illinois IL Waukegan
## 416 Illinois IL Carpentersville
## 417 Illinois IL Crystal Lake
## 418 Illinois IL Buffalo Grove
## 419 Illinois IL Naperville
## 420 Illinois IL Lombard
## 421 Illinois IL Peoria
## 422 Illinois IL Arlington Heights
## 423 Illinois IL Orland Park
## 424 Illinois IL Elmhurst
## 425 Illinois IL Hanover Park
## 426 Illinois IL Champaign
## 427 Illinois IL Tinley Park
## 428 Illinois IL Downers Grove
## 429 Illinois IL Mount Prospect
## 430 Illinois IL Glenview
## 431 Illinois IL Aurora
## 432 Illinois IL Schaumburg
## 433 Illinois IL Romeoville
## 434 Illinois IL Chicago
## 435 Illinois IL Plainfield
## 436 Illinois IL Berwyn
## 437 Illinois IL Des Plaines
## 438 Illinois IL Decatur
## 439 Illinois IL Urbana
## 440 Illinois IL Oak Park
## 441 Illinois IL Rock Island
## 442 Illinois IL Wheaton
## 443 Illinois IL Palatine
## 444 Illinois IL Springfield
## 445 Illinois IL Addison
## 446 Illinois IL Belleville
## 447 Illinois IL Calumet City
## 448 Illinois IL Wheeling
## 449 Illinois IL Bloomington
## 450 Illinois IL Evanston
## 451 Illinois IL Hoffman Estates
## 452 Indiana IN Gary
## 453 Indiana IN Terre Haute
## 454 Indiana IN Indianapolis
## 455 Indiana IN Bloomington
## 456 Indiana IN Lafayette
## 457 Indiana IN Noblesville
## 458 Indiana IN Mishawaka
## 459 Indiana IN Muncie
## 460 Indiana IN Carmel
## 461 Indiana IN Columbus
## 462 Indiana IN Kokomo
## 463 Indiana IN Hammond
## 464 Indiana IN Anderson
## 465 Indiana IN Greenwood
## 466 Indiana IN Lawrence
## 467 Indiana IN Elkhart
## 468 Indiana IN Evansville
## 469 Indiana IN Jeffersonville
## 470 Indiana IN Fishers
## 471 Indiana IN South Bend
## 472 Indiana IN Fort Wayne
## 473 Iowa IA Iowa City
## 474 Iowa IA Cedar Rapids
## 475 Iowa IA Davenport
## 476 Iowa IA Sioux City
## 477 Iowa IA Ames
## 478 Iowa IA Dubuque
## 479 Iowa IA Ankeny
## 480 Iowa IA West Des Moines
## 481 Iowa IA Council Bluffs
## 482 Iowa IA Des Moines
## 483 Iowa IA Urbandale
## 484 Iowa IA Cedar Falls
## 485 Iowa IA Waterloo
## 486 Kansas KS Overland Park
## 487 Kansas KS Wichita
## 488 Kansas KS Salina
## 489 Kansas KS Lenexa
## 490 Kansas KS Topeka
## 491 Kansas KS Kansas City
## 492 Kansas KS Hutchinson
## 493 Kansas KS Olathe
## 494 Kansas KS Lawrence
## 495 Kansas KS Manhattan
## 496 Kansas KS Shawnee
## 497 Kentucky KY Owensboro
## 498 Kentucky KY Lexington-Fayette
## 499 Kentucky KY Bowling Green
## 500 Kentucky KY Louisville/Jefferson County
## 501 Kentucky KY Covington
## 502 Louisiana LA Bossier City
## 503 Louisiana LA Alexandria
## 504 Louisiana LA Kenner
## 505 Louisiana LA Shreveport
## 506 Louisiana LA New Orleans
## 507 Louisiana LA Lake Charles
## 508 Louisiana LA Monroe
## 509 Louisiana LA Baton Rouge
## 510 Louisiana LA Lafayette
## 511 Maine ME Portland
## 512 Maryland MD Rockville
## 513 Maryland MD Bowie
## 514 Maryland MD Frederick
## 515 Maryland MD Baltimore
## 516 Maryland MD Gaithersburg
## 517 Maryland MD Hagerstown
## 518 Maryland MD Annapolis
## 519 Massachusetts MA Westfield
## 520 Massachusetts MA Medford
## 521 Massachusetts MA Everett
## 522 Massachusetts MA Lawrence
## 523 Massachusetts MA New Bedford
## 524 Massachusetts MA Newton
## 525 Massachusetts MA Barnstable Town
## 526 Massachusetts MA Peabody
## 527 Massachusetts MA Lynn
## 528 Massachusetts MA Quincy
## 529 Massachusetts MA Leominster
## 530 Massachusetts MA Weymouth Town
## 531 Massachusetts MA Fitchburg
## 532 Massachusetts MA Lowell
## 533 Massachusetts MA Marlborough
## 534 Massachusetts MA Holyoke
## 535 Massachusetts MA Attleboro
## 536 Massachusetts MA Chicopee
## 537 Massachusetts MA Taunton
## 538 Massachusetts MA Brockton
## 539 Massachusetts MA Haverhill
## 540 Massachusetts MA Waltham
## 541 Massachusetts MA Cambridge
## 542 Massachusetts MA Woburn
## 543 Massachusetts MA Pittsfield
## 544 Massachusetts MA Beverly
## 545 Massachusetts MA Boston
## 546 Massachusetts MA Worcester
## 547 Massachusetts MA Methuen
## 548 Massachusetts MA Somerville
## 549 Massachusetts MA Revere
## 550 Massachusetts MA Fall River
## 551 Massachusetts MA Malden
## 552 Massachusetts MA Chelsea
## 553 Massachusetts MA Springfield
## 554 Massachusetts MA Salem
## 555 Michigan MI Livonia
## 556 Michigan MI Battle Creek
## 557 Michigan MI Dearborn Heights
## 558 Michigan MI Roseville
## 559 Michigan MI Royal Oak
## 560 Michigan MI Southfield
## 561 Michigan MI Westland
## 562 Michigan MI Kentwood
## 563 Michigan MI Midland
## 564 Michigan MI East Lansing
## 565 Michigan MI Portage
## 566 Michigan MI Dearborn
## 567 Michigan MI Rochester Hills
## 568 Michigan MI Pontiac
## 569 Michigan MI Taylor
## 570 Michigan MI Flint
## 571 Michigan MI Lansing
## 572 Michigan MI Grand Rapids
## 573 Michigan MI Muskegon
## 574 Michigan MI Farmington Hills
## 575 Michigan MI Lincoln Park
## 576 Michigan MI St. Clair Shores
## 577 Michigan MI Troy
## 578 Michigan MI Warren
## 579 Michigan MI Saginaw
## 580 Michigan MI Novi
## 581 Michigan MI Ann Arbor
## 582 Michigan MI Sterling Heights
## 583 Michigan MI Detroit
## 584 Michigan MI Wyoming
## 585 Michigan MI Kalamazoo
## 586 Minnesota MN Bloomington
## 587 Minnesota MN Apple Valley
## 588 Minnesota MN Brooklyn Park
## 589 Minnesota MN Moorhead
## 590 Minnesota MN Rochester
## 591 Minnesota MN Woodbury
## 592 Minnesota MN Coon Rapids
## 593 Minnesota MN Plymouth
## 594 Minnesota MN Eagan
## 595 Minnesota MN Lakeville
## 596 Minnesota MN St. Paul
## 597 Minnesota MN St. Louis Park
## 598 Minnesota MN Maple Grove
## 599 Minnesota MN Duluth
## 600 Minnesota MN Maplewood
## 601 Minnesota MN Shakopee
## 602 Minnesota MN Mankato
## 603 Minnesota MN St. Cloud
## 604 Minnesota MN Blaine
## 605 Minnesota MN Edina
## 606 Minnesota MN Minneapolis
## 607 Minnesota MN Minnetonka
## 608 Minnesota MN Eden Prairie
## 609 Minnesota MN Burnsville
## 610 Mississippi MS Southaven
## 611 Mississippi MS Jackson
## 612 Mississippi MS Meridian
## 613 Mississippi MS Hattiesburg
## 614 Mississippi MS Gulfport
## 615 Mississippi MS Biloxi
## 616 Missouri MO Jefferson City
## 617 Missouri MO Springfield
## 618 Missouri MO Independence
## 619 Missouri MO Lee's Summit
## 620 Missouri MO Joplin
## 621 Missouri MO Chesterfield
## 622 Missouri MO Blue Springs
## 623 Missouri MO St. Charles
## 624 Missouri MO Cape Girardeau
## 625 Missouri MO St. Louis
## 626 Missouri MO Kansas City
## 627 Missouri MO Florissant
## 628 Missouri MO Columbia
## 629 Missouri MO St. Joseph
## 630 Missouri MO O'Fallon
## 631 Missouri MO St. Peters
## 632 Montana MT Billings
## 633 Montana MT Great Falls
## 634 Montana MT Missoula
## 635 Montana MT Bozeman
## 636 Nebraska NE Bellevue
## 637 Nebraska NE Grand Island
## 638 Nebraska NE Lincoln
## 639 Nebraska NE Omaha
## 640 Nevada NV Reno
## 641 Nevada NV Las Vegas
## 642 Nevada NV Carson City
## 643 Nevada NV Henderson
## 644 Nevada NV North Las Vegas
## 645 Nevada NV Sparks
## 646 New Hampshire NH Concord
## 647 New Hampshire NH Manchester
## 648 New Hampshire NH Nashua
## 649 New Jersey NJ Trenton
## 650 New Jersey NJ West New York
## 651 New Jersey NJ Clifton
## 652 New Jersey NJ Sayreville
## 653 New Jersey NJ Hoboken
## 654 New Jersey NJ Elizabeth
## 655 New Jersey NJ Vineland
## 656 New Jersey NJ Perth Amboy
## 657 New Jersey NJ Passaic
## 658 New Jersey NJ Kearny
## 659 New Jersey NJ Camden
## 660 New Jersey NJ Newark
## 661 New Jersey NJ Jersey City
## 662 New Jersey NJ Plainfield
## 663 New Jersey NJ Bayonne
## 664 New Jersey NJ Linden
## 665 New Jersey NJ Atlantic City
## 666 New Jersey NJ Hackensack
## 667 New Jersey NJ East Orange
## 668 New Jersey NJ New Brunswick
## 669 New Jersey NJ Union City
## 670 New Jersey NJ Paterson
## 671 New Mexico NM Las Cruces
## 672 New Mexico NM Farmington
## 673 New Mexico NM Santa Fe
## 674 New Mexico NM Clovis
## 675 New Mexico NM Albuquerque
## 676 New Mexico NM Roswell
## 677 New Mexico NM Rio Rancho
## 678 New York NY Freeport
## 679 New York NY Rochester
## 680 New York NY Troy
## 681 New York NY Buffalo
## 682 New York NY Albany
## 683 New York NY Schenectady
## 684 New York NY Yonkers
## 685 New York NY White Plains
## 686 New York NY Niagara Falls
## 687 New York NY Binghamton
## 688 New York NY Valley Stream
## 689 New York NY Utica
## 690 New York NY Syracuse
## 691 New York NY New Rochelle
## 692 New York NY Mount Vernon
## 693 New York NY New York
## 694 New York NY Hempstead
## 695 North Carolina NC Wilmington
## 696 North Carolina NC Wilson
## 697 North Carolina NC Hickory
## 698 North Carolina NC Greensboro
## 699 North Carolina NC Apex
## 700 North Carolina NC Jacksonville
## 701 North Carolina NC High Point
## 702 North Carolina NC Huntersville
## 703 North Carolina NC Greenville
## 704 North Carolina NC Fayetteville
## 705 North Carolina NC Chapel Hill
## 706 North Carolina NC Cary
## 707 North Carolina NC Asheville
## 708 North Carolina NC Winston-Salem
## 709 North Carolina NC Charlotte
## 710 North Carolina NC Burlington
## 711 North Carolina NC Concord
## 712 North Carolina NC Durham
## 713 North Carolina NC Kannapolis
## 714 North Carolina NC Raleigh
## 715 North Carolina NC Rocky Mount
## 716 North Carolina NC Gastonia
## 717 North Dakota ND Bismarck
## 718 North Dakota ND Fargo
## 719 North Dakota ND Minot
## 720 North Dakota ND Grand Forks
## 721 Ohio OH Euclid
## 722 Ohio OH Cincinnati
## 723 Ohio OH Huber Heights
## 724 Ohio OH Lorain
## 725 Ohio OH Beavercreek
## 726 Ohio OH Canton
## 727 Ohio OH Elyria
## 728 Ohio OH Cleveland
## 729 Ohio OH Findlay
## 730 Ohio OH Grove City
## 731 Ohio OH Westerville
## 732 Ohio OH Toledo
## 733 Ohio OH Kettering
## 734 Ohio OH Akron
## 735 Ohio OH Fairfield
## 736 Ohio OH Strongsville
## 737 Ohio OH Hamilton
## 738 Ohio OH Springfield
## 739 Ohio OH Lakewood
## 740 Ohio OH Lima
## 741 Ohio OH Lancaster
## 742 Ohio OH Mansfield
## 743 Ohio OH Youngstown
## 744 Ohio OH Columbus
## 745 Ohio OH Dublin
## 746 Ohio OH Mentor
## 747 Ohio OH Cuyahoga Falls
## 748 Ohio OH Warren
## 749 Ohio OH Cleveland Heights
## 750 Ohio OH Dayton
## 751 Ohio OH Parma
## 752 Ohio OH Newark
## 753 Ohio OH Middletown
## 754 Oklahoma OK Muskogee
## 755 Oklahoma OK Tulsa
## 756 Oklahoma OK Oklahoma City
## 757 Oklahoma OK Midwest City
## 758 Oklahoma OK Edmond
## 759 Oklahoma OK Norman
## 760 Oklahoma OK Broken Arrow
## 761 Oklahoma OK Enid
## 762 Oklahoma OK Stillwater
## 763 Oklahoma OK Lawton
## 764 Oklahoma OK Moore
## 765 Oregon OR Tigard
## 766 Oregon OR Corvallis
## 767 Oregon OR Keizer
## 768 Oregon OR Gresham
## 769 Oregon OR Hillsboro
## 770 Oregon OR Albany
## 771 Oregon OR Beaverton
## 772 Oregon OR Portland
## 773 Oregon OR Springfield
## 774 Oregon OR Eugene
## 775 Oregon OR Medford
## 776 Oregon OR Bend
## 777 Oregon OR Salem
## 778 Oregon OR Lake Oswego
## 779 Pennsylvania PA Wilkes-Barre
## 780 Pennsylvania PA State College
## 781 Pennsylvania PA Philadelphia
## 782 Pennsylvania PA Lancaster
## 783 Pennsylvania PA York
## 784 Pennsylvania PA Scranton
## 785 Pennsylvania PA Harrisburg
## 786 Pennsylvania PA Altoona
## 787 Pennsylvania PA Bethlehem
## 788 Pennsylvania PA Reading
## 789 Pennsylvania PA Erie
## 790 Pennsylvania PA Pittsburgh
## 791 Pennsylvania PA Allentown
## 792 Rhode Island RI Cranston
## 793 Rhode Island RI Warwick
## 794 Rhode Island RI East Providence
## 795 Rhode Island RI Providence
## 796 Rhode Island RI Woonsocket
## 797 Rhode Island RI Pawtucket
## 798 South Carolina SC Greenville
## 799 South Carolina SC Columbia
## 800 South Carolina SC Charleston
## 801 South Carolina SC Sumter
## 802 South Carolina SC Summerville
## 803 South Carolina SC Spartanburg
## 804 South Carolina SC Mount Pleasant
## 805 South Carolina SC Hilton Head Island
## 806 South Carolina SC Rock Hill
## 807 South Carolina SC Goose Creek
## 808 South Carolina SC North Charleston
## 809 South Carolina SC Florence
## 810 South Dakota SD Sioux Falls
## 811 South Dakota SD Rapid City
## 812 Tennessee TN Murfreesboro
## 813 Tennessee TN Kingsport
## 814 Tennessee TN Nashville-Davidson
## 815 Tennessee TN Knoxville
## 816 Tennessee TN Germantown
## 817 Tennessee TN Bartlett
## 818 Tennessee TN Johnson City
## 819 Tennessee TN Collierville
## 820 Tennessee TN Jackson
## 821 Tennessee TN Memphis
## 822 Tennessee TN Smyrna
## 823 Tennessee TN Clarksville
## 824 Tennessee TN Hendersonville
## 825 Tennessee TN Cleveland
## 826 Tennessee TN Brentwood
## 827 Tennessee TN Franklin
## 828 Tennessee TN Chattanooga
## 829 Texas TX Richardson
## 830 Texas TX Carrollton
## 831 Texas TX Port Arthur
## 832 Texas TX Huntsville
## 833 Texas TX Corpus Christi
## 834 Texas TX New Braunfels
## 835 Texas TX Austin
## 836 Texas TX Lewisville
## 837 Texas TX League City
## 838 Texas TX Coppell
## 839 Texas TX Sherman
## 840 Texas TX Pearland
## 841 Texas TX Fort Worth
## 842 Texas TX Flower Mound
## 843 Texas TX Friendswood
## 844 Texas TX North Richland Hills
## 845 Texas TX Arlington
## 846 Texas TX Texas City
## 847 Texas TX Temple
## 848 Texas TX Conroe
## 849 Texas TX Galveston
## 850 Texas TX Wichita Falls
## 851 Texas TX Houston
## 852 Texas TX Allen
## 853 Texas TX Lubbock
## 854 Texas TX Georgetown
## 855 Texas TX Brownsville
## 856 Texas TX Cedar Park
## 857 Texas TX Grand Prairie
## 858 Texas TX Pharr
## 859 Texas TX Frisco
## 860 Texas TX Irving
## 861 Texas TX Laredo
## 862 Texas TX Mesquite
## 863 Texas TX Harlingen
## 864 Texas TX Mansfield
## 865 Texas TX Texarkana
## 866 Texas TX San Angelo
## 867 Texas TX Hurst
## 868 Texas TX Round Rock
## 869 Texas TX Tyler
## 870 Texas TX Victoria
## 871 Texas TX Beaumont
## 872 Texas TX Pflugerville
## 873 Texas TX McAllen
## 874 Texas TX Bryan
## 875 Texas TX Burleson
## 876 Texas TX Sugar Land
## 877 Texas TX Denton
## 878 Texas TX Weslaco
## 879 Texas TX Longview
## 880 Texas TX McKinney
## 881 Texas TX Dallas
## 882 Texas TX Rockwall
## 883 Texas TX Pasadena
## 884 Texas TX Mission
## 885 Texas TX College Station
## 886 Texas TX Amarillo
## 887 Texas TX Wylie
## 888 Texas TX Edinburg
## 889 Texas TX Missouri City
## 890 Texas TX Plano
## 891 Texas TX San Marcos
## 892 Texas TX Bedford
## 893 Texas TX Abilene
## 894 Texas TX El Paso
## 895 Texas TX Baytown
## 896 Texas TX The Colony
## 897 Texas TX Haltom City
## 898 Texas TX Killeen
## 899 Texas TX Lancaster
## 900 Texas TX Garland
## 901 Texas TX Midland
## 902 Texas TX Grapevine
## 903 Texas TX Duncanville
## 904 Texas TX Euless
## 905 Texas TX DeSoto
## 906 Texas TX Cedar Hill
## 907 Texas TX Waco
## 908 Texas TX Rowlett
## 909 Texas TX San Antonio
## 910 Texas TX Keller
## 911 Texas TX Odessa
## 912 Utah UT Lehi
## 913 Utah UT Spanish Fork
## 914 Utah UT Sandy
## 915 Utah UT St. George
## 916 Utah UT South Jordan
## 917 Utah UT Orem
## 918 Utah UT West Valley City
## 919 Utah UT Provo
## 920 Utah UT Logan
## 921 Utah UT Layton
## 922 Utah UT Riverton
## 923 Utah UT Bountiful
## 924 Utah UT Salt Lake City
## 925 Utah UT Murray
## 926 Utah UT Draper
## 927 Utah UT Roy
## 928 Utah UT Ogden
## 929 Utah UT West Jordan
## 930 Utah UT Taylorsville
## 931 Vermont VT Burlington
## 932 Virginia VA Alexandria
## 933 Virginia VA Blacksburg
## 934 Virginia VA Portsmouth
## 935 Virginia VA Hampton
## 936 Virginia VA Newport News
## 937 Virginia VA Leesburg
## 938 Virginia VA Danville
## 939 Virginia VA Charlottesville
## 940 Virginia VA Lynchburg
## 941 Virginia VA Manassas
## 942 Virginia VA Virginia Beach
## 943 Virginia VA Chesapeake
## 944 Virginia VA Richmond
## 945 Virginia VA Roanoke
## 946 Virginia VA Norfolk
## 947 Virginia VA Harrisonburg
## 948 Virginia VA Suffolk
## 949 Washington WA Kennewick
## 950 Washington WA Bellevue
## 951 Washington WA Shoreline
## 952 Washington WA Sammamish
## 953 Washington WA Lacey
## 954 Washington WA Everett
## 955 Washington WA Auburn
## 956 Washington WA Yakima
## 957 Washington WA Kent
## 958 Washington WA Spokane
## 959 Washington WA Puyallup
## 960 Washington WA Lakewood
## 961 Washington WA Federal Way
## 962 Washington WA Pasco
## 963 Washington WA Kirkland
## 964 Washington WA Spokane Valley
## 965 Washington WA Renton
## 966 Washington WA Vancouver
## 967 Washington WA Seattle
## 968 Washington WA Edmonds
## 969 Washington WA Olympia
## 970 Washington WA Richland
## 971 Washington WA Bellingham
## 972 Washington WA Bremerton
## 973 Washington WA Marysville
## 974 Washington WA Redmond
## 975 Washington WA Burien
## 976 Washington WA Tacoma
## 977 West Virginia WV Charleston
## 978 West Virginia WV Huntington
## 979 Wisconsin WI Sheboygan
## 980 Wisconsin WI Waukesha
## 981 Wisconsin WI Brookfield
## 982 Wisconsin WI Appleton
## 983 Wisconsin WI Janesville
## 984 Wisconsin WI West Allis
## 985 Wisconsin WI Racine
## 986 Wisconsin WI La Crosse
## 987 Wisconsin WI Kenosha
## 988 Wisconsin WI Eau Claire
## 989 Wisconsin WI Wausau
## 990 Wisconsin WI New Berlin
## 991 Wisconsin WI Madison
## 992 Wisconsin WI Wauwatosa
## 993 Wisconsin WI Greenfield
## 994 Wisconsin WI Oshkosh
## 995 Wisconsin WI Fond du Lac
## 996 Wisconsin WI Milwaukee
## 997 Wisconsin WI Green Bay
## 998 Wisconsin WI Beloit
## 999 Wyoming WY Casper
## 1000 Wyoming WY Cheyenne
## growth_from_2000_to_2013 latitude longitude population rank
## 1 -1.9% 30.69537 -88.03989 194899 122
## 2 31.9% 32.47098 -85.00077 37498 983
## 3 -0.1% 32.36681 -86.29997 201332 111
## 4 3.1% 34.60593 -86.98334 55816 653
## 5 16.3% 34.73037 -86.58610 186254 126
## 6 53.7% 34.69926 -86.74833 45799 811
## 7 21.1% 33.20984 -87.56917 95334 313
## 8 10.2% 34.79981 -87.67725 40059 922
## 9 26.4% 32.60986 -85.48078 58582 615
## 10 32.7% 33.40539 -86.81138 84126 376
## 11 16.6% 31.22323 -85.39049 68001 502
## 12 -12.3% 33.52066 -86.80249 212113 101
## 13 15.4% 61.21806 -149.90028 300950 63
## 14 86.0% 32.87950 -111.75735 50111 743
## 15 96.0% 33.35283 -111.78903 229972 92
## 16 281.9% 33.62923 -112.36793 123546 216
## 17 11.0% 33.49417 -111.92605 226918 95
## 18 15.9% 35.13594 -114.52860 39383 941
## 19 5.7% 33.53865 -112.18599 234632 87
## 20 18.1% 34.54002 -112.46850 40590 907
## 21 13.5% 33.41518 -111.83147 457587 38
## 22 5.8% 33.42551 -111.94001 168228 143
## 23 29.3% 35.19828 -111.65130 68667 495
## 24 166.2% 32.43638 -111.22244 38290 964
## 25 7.5% 32.22174 -110.92648 526116 33
## 26 15.7% 33.41505 -111.54958 37130 994
## 27 62.9% 34.61002 -112.31572 39791 929
## 28 46.5% 33.58060 -112.23738 162592 149
## 29 111.5% 33.43560 -112.34960 78822 413
## 30 2503.4% 33.05811 -112.04764 45508 817
## 31 16.2% 32.69265 -114.62769 91923 330
## 32 14.0% 33.44838 -112.07404 1513367 6
## 33 271.0% 33.43534 -112.35766 72864 462
## 34 38.7% 33.30616 -111.84125 249146 79
## 35 480.9% 33.37032 -112.58378 56683 641
## 36 27.0% 32.39091 -110.96649 41627 883
## 37 19.3% 31.54550 -110.27729 45129 823
## 38 24.6% 34.48390 -114.32245 52844 695
## 39 97.7% 36.37285 -94.20882 40167 921
## 40 -16.2% 34.22843 -92.00320 46094 805
## 41 57.1% 36.18674 -94.12881 75229 443
## 42 50.6% 36.33202 -94.11854 60112 591
## 43 46.1% 35.08870 -92.44210 63816 546
## 44 8.6% 35.38592 -94.39855 87650 355
## 45 9.0% 34.76954 -92.26709 66075 524
## 46 28.3% 35.84230 -90.70428 71551 469
## 47 32.9% 36.06258 -94.15743 78960 411
## 48 7.6% 34.74648 -92.28959 197357 118
## 49 97.1% 38.40880 -121.37162 161007 151
## 50 5.7% 32.83838 -116.97392 56105 648
## 51 8.4% 38.29754 -122.28687 79068 409
## 52 55.4% 33.49364 -117.14836 106780 266
## 53 2.9% 33.83167 -118.28169 92599 325
## 54 5.0% 37.97353 -122.53109 58994 609
## 55 2.1% 34.05510 -117.74999 151348 162
## 56 3.5% 37.91008 -122.06518 66900 513
## 57 9.0% 37.56299 -122.32553 101128 286
## 58 33.8% 34.68678 -118.15416 159523 153
## 59 15.2% 38.44043 -122.71405 171990 140
## 60 6.6% 33.19587 -117.37948 172794 137
## 61 107.4% 33.55391 -117.21392 107479 263
## 62 -0.7% 34.09529 -118.12701 84577 372
## 63 5.5% 34.06334 -117.65089 167500 144
## 64 15.1% 37.68187 -121.76801 85156 370
## 65 15.3% 34.39166 -118.54259 179590 133
## 66 28.6% 33.42697 -117.61199 65040 537
## 67 7.7% 37.77493 -122.41942 837442 14
## 68 4.8% 34.05223 -118.24368 3884307 2
## 69 38.3% 34.09223 -117.43505 203003 109
## 70 -0.8% 33.95474 -118.21202 95677 312
## 71 33.99720 -117.48548 98030 300
## 72 5.4% 37.76521 -122.24164 76419 435
## 73 32.7% 34.10640 -117.59311 171386 141
## 74 18.3% 36.74684 -119.77259 509924 34
## 75 17.2% 38.58157 -121.49440 479686 35
## 76 4.4% 35.28275 -120.65962 46377 802
## 77 1.9% 33.90224 -118.08173 106589 267
## 78 2.0% 34.01651 -118.11375 63495 549
## 79 30.9% 34.95303 -120.43572 102216 281
## 80 13.4% 33.88863 -117.81311 67032 511
## 81 18.2% 34.19750 -119.17705 203007 108
## 82 9.8% 34.10640 -117.37032 101910 284
## 83 39.7% 33.15809 -117.35059 110972 244
## 84 9.6% 34.01945 -118.49119 92472 326
## 85 1.3% 37.80436 -122.27111 406253 45
## 86 65.8% 37.77993 -121.97802 74513 449
## 87 -0.1% 38.70712 -121.28106 85285 369
## 88 10.5% 32.71574 -117.16108 1355896 8
## 89 11.9% 37.36883 -122.03635 147559 170
## 90 21.8% 37.95770 -121.29078 298118 64
## 91 10.5% 37.33821 -121.88633 998537 10
## 92 48.4% 35.37329 -119.01871 363630 52
## 93 1.5% 34.06251 -118.12285 61085 577
## 94 0.3% 34.14251 -118.25508 196021 121
## 95 2.8% 33.52253 -117.70755 64652 539
## 96 4.7% 33.83529 -117.91450 345012 56
## 97 -1.2% 33.74557 -117.86783 334227 57
## 98 15.6% 33.74585 -117.82617 78327 420
## 99 22.5% 33.95335 -117.39616 316619 59
## 100 13.0% 34.10834 -117.28977 213708 100
## 101 7.7% 33.78779 -117.85311 139969 182
## 102 1.2% 38.10409 -122.25664 118837 223
## 103 98.7% 33.78252 -117.22865 72326 466
## 104 60.0% 33.14337 -117.16614 89387 346
## 105 7.7% 37.63910 -120.99688 204933 105
## 106 10.1% 38.13415 -121.27222 63338 550
## 107 42.6% 36.82523 -119.70292 99769 296
## 108 0.2% 34.14426 -118.00195 37101 995
## 109 14.2% 39.72849 -121.83748 88077 350
## 110 13.3% 37.87159 -122.27275 116768 231
## 111 1.0% 37.68792 -122.47021 104739 273
## 112 40.4% 33.94247 -117.22967 201175 112
## 113 4.2% 34.18084 -118.30897 104709 274
## 114 10.4% 33.61891 -117.92895 87273 356
## 115 5.4% 38.35658 -121.98774 94275 316
## 116 33.7% 34.57943 -118.11646 157161 156
## 117 25.4% 37.30216 -120.48297 81102 400
## 118 7.7% 33.83030 -116.54529 46281 804
## 119 23.5% 37.49466 -120.84659 70365 482
## 120 2.9% 33.60002 -117.67200 96346 309
## 121 7.5% 37.66882 -122.08080 151574 161
## 122 2.3% 33.91640 -118.35257 86199 364
## 123 12.1% 34.07751 -117.68978 38027 969
## 124 9.4% 34.05557 -117.18254 69999 486
## 125 91.8% 33.78391 -116.95864 45851 810
## 126 11.0% 37.43233 -121.89957 69783 489
## 127 27.9% 39.14045 -121.61691 65416 530
## 128 -4.1% 33.98168 -118.22507 58879 612
## 129 12.6% 34.26945 -118.78148 126181 210
## 130 3.9% 33.75134 -117.99399 91739 331
## 131 6.6% 33.83585 -118.34063 147478 171
## 132 -3.6% 33.85835 -118.06479 49707 750
## 133 11.9% 40.58654 -122.39168 91119 334
## 134 12.8% 38.24936 -122.03997 109320 255
## 135 5.8% 33.77391 -117.94145 175140 135
## 136 31.8% 35.76884 -119.24705 52403 701
## 137 7.4% 34.27465 -119.22903 108817 258
## 138 10.0% 37.54827 -121.98857 224922 97
## 139 122.3% 37.93187 -121.69579 55000 663
## 140 2.3% 34.06862 -117.93895 107740 261
## 141 7.9% 37.93576 -122.34775 107571 262
## 142 95.0% 33.69715 -117.18529 83447 384
## 143 3.8% 34.14778 -118.14452 139731 183
## 144 16.9% 38.00492 -121.80579 107100 265
## 145 11.9% 38.54491 -121.74052 66205 521
## 146 30.3% 36.32745 -119.64568 54686 670
## 147 -1.6% 34.02001 -117.94951 40435 911
## 148 1.7% 34.08057 -118.07285 54561 672
## 149 0.1% 34.02862 -117.81034 56449 646
## 150 2.4% 32.96282 -117.03586 49417 755
## 151 0.8% 34.08529 -117.96090 76635 433
## 152 13.6% 33.98982 -117.73258 76572 434
## 153 12.5% 36.97412 -122.03080 62864 556
## 154 23.6% 33.87529 -117.56644 159503 154
## 155 29.9% 34.50083 -117.18588 70924 477
## 156 46.2% 32.64005 -117.08420 256780 75
## 157 9.5% 34.17056 -118.83759 128731 198
## 158 2.9% 37.97798 -122.03107 125880 211
## 159 9.1% 37.65466 -122.40775 66174 522
## 160 3.7% 37.82159 -121.99996 43341 846
## 161 33.6% 36.33023 -119.29206 127763 201
## 162 6.7% 34.13362 -117.90756 47842 780
## 163 7.1% 37.48522 -122.23635 80872 403
## 164 20.1% 36.06523 -119.01677 55174 661
## 165 59.9% 33.66336 -116.31001 39331 943
## 166 10.7% 33.11921 -117.08642 148738 166
## 167 5.8% 33.03699 -117.29198 61588 570
## 168 15.2% 37.66243 -121.87468 74110 450
## 169 45.9% 37.73965 -121.42522 84691 371
## 170 6.9% 32.76783 -117.02308 58642 613
## 171 9.8% 33.87036 -117.92430 138981 184
## 172 7.7% 33.20004 -117.24254 96929 306
## 173 14.3% 37.32300 -122.03218 60189 589
## 174 19.5% 37.13050 -121.65439 40836 900
## 175 23.9% 37.00578 -121.56828 51701 712
## 176 25.4% 33.56768 -117.72561 50175 741
## 177 3.4% 33.88835 -118.30896 59957 593
## 178 10.3% 37.72493 -122.15608 87965 352
## 179 87.6% 34.53622 -117.29276 121096 218
## 180 4.5% 33.89585 -118.22007 97877 301
## 181 66.0% 33.72058 -116.21556 83539 382
## 182 10.1% 37.38605 -122.08385 77846 424
## 183 7.4% 37.59339 -122.04383 72528 465
## 184 3.0% 33.70918 -117.95367 56707 640
## 185 3.9% 33.66030 -117.99923 197575 117
## 186 2.4% 33.64113 -117.91867 112174 239
## 187 15.6% 34.01223 -117.68894 80988 402
## 188 14.9% 34.21639 -119.03760 66086 523
## 189 -1.0% 33.96168 -118.35313 111542 242
## 190 33.95246 -117.58480 55191 660
## 191 285.2% 38.89156 -121.29301 45237 822
## 192 10.1% 32.67811 -117.09920 59834 595
## 193 13.3% 38.10742 -122.56970 54194 676
## 194 -0.4% 34.06862 -118.02757 115708 234
## 195 13.7% 37.44188 -122.14302 66642 517
## 196 0.5% 37.61383 -122.48692 38606 960
## 197 3.3% 34.09001 -117.89034 48508 774
## 198 1.3% 34.02112 -118.39647 39428 936
## 199 42.7% 37.79743 -121.21605 71948 467
## 200 3.4% 38.01937 -122.13413 37165 992
## 201 26.8% 34.03363 -117.04309 52536 698
## 202 12.7% 36.91023 -121.75689 52477 699
## 203 7.4% 32.79477 -116.96253 102211 282
## 204 2.0% 33.93029 -118.21146 71371 471
## 205 3.3% 37.52966 -122.04024 44096 835
## 206 61.3% 33.68395 -117.79469 236716 85
## 207 4.2% 33.64697 -117.68922 79312 408
## 208 13.2% 33.72224 -116.37446 50508 732
## 209 23.2% 33.78054 -116.46680 52977 693
## 210 8.3% 34.13973 -118.03534 57639 626
## 211 5.6% 37.63049 -122.41108 42443 868
## 212 1.5% 33.77005 -118.19374 469428 36
## 213 5.3% 33.94011 -118.13316 113242 238
## 214 13.7% 32.79200 -115.56305 43363 845
## 215 9.5% 34.09751 -117.64839 75413 442
## 216 44.0% 32.67895 -115.49888 39389 940
## 217 5.5% 34.63915 -120.45794 43509 844
## 218 -2.7% 33.96529 -118.15146 42889 862
## 219 44.4% 36.96134 -120.06072 63105 554
## 220 17.4% 37.35411 -121.95524 120245 220
## 221 -0.7% 33.88946 -118.15979 54980 664
## 222 70.0% 37.70215 -121.93579 52105 706
## 223 4.6% 33.64086 -117.60310 49228 758
## 224 10.8% 34.07390 -117.31365 53243 690
## 225 2.9% 33.74446 -118.38702 42448 867
## 226 6.1% 33.86751 -117.99812 82882 386
## 227 6.3% 33.88168 -118.11701 77593 427
## 228 33.3% 36.20773 -119.34734 61170 576
## 229 47.7% 37.99742 -121.71245 38194 966
## 230 0.0% 38.33964 -122.70110 41398 885
## 231 3.1% 34.13612 -117.86534 51074 723
## 232 38.6% 38.67796 -121.17606 73098 458
## 233 2.8% 33.80252 -117.99312 38623 958
## 234 37.6% 33.74752 -116.97197 81750 395
## 235 60.3% 38.79073 -121.23578 59738 597
## 236 88.4% 33.68030 -116.17389 43092 853
## 237 4.2% 37.28717 -121.94996 40584 908
## 238 55.6% 38.58046 -121.53023 49891 746
## 239 4.6% 33.91724 -118.01201 49133 761
## 240 8.4% 36.67774 -121.65550 155662 157
## 241 13.8% 38.67852 -121.77330 56590 643
## 242 3.3% 33.97918 -118.03284 86635 360
## 243 8.4% 38.23242 -122.63665 59440 601
## 244 2.1% 33.85363 -118.13396 81121 399
## 245 5.3% 33.81696 -118.03729 49087 762
## 246 3.6% 33.93196 -117.94617 61653 569
## 247 56.2% 38.75212 -121.28801 127035 206
## 248 15.2% 33.91668 -117.90006 40963 893
## 249 6.7% 33.84918 -118.38841 67815 504
## 250 96.5% 33.66808 -117.32726 57525 628
## 251 254.5% 33.92946 -116.97725 40481 910
## 252 0.9% 34.42083 -119.69819 90412 339
## 253 0.4% 33.98307 -118.09673 63771 547
## 254 16.6% 38.02798 -121.88468 66695 516
## 255 26.4% 38.58907 -121.30273 67911 503
## 256 34.0% 37.59493 -120.95771 46714 797
## 257 11.8% 33.87224 -117.87034 52206 704
## 258 0.9% 34.09611 -118.10583 40275 919
## 259 46.1% 34.42639 -117.30088 92147 327
## 260 21.0% 34.12834 -117.20865 54291 675
## 261 3.5% 39.58075 -104.87717 106114 268
## 262 52.9% 39.86804 -104.97192 127359 205
## 263 1.9% 39.70471 -105.08137 147214 173
## 264 96.4% 39.51860 -104.76136 48608 770
## 265 5.9% 38.25445 -104.60914 108249 259
## 266 23.1% 40.42331 -104.70913 96539 308
## 267 37.4% 40.39776 -105.07498 71334 472
## 268 153.5% 39.37221 -104.85609 53063 692
## 269 135.4% 39.80832 -104.93387 49799 748
## 270 26.6% 40.58526 -105.08442 152061 160
## 271 9.4% 39.61332 -105.01665 44275 832
## 272 9.4% 39.83665 -105.03720 110945 245
## 273 21.4% 38.83388 -104.82136 439886 41
## 274 16.7% 39.73924 -104.99025 649495 22
## 275 24.4% 40.16721 -105.10193 89919 344
## 276 24.4% 39.72943 -104.83192 345803 55
## 277 9.2% 39.80276 -105.08748 111707 241
## 278 15.5% 39.89618 -104.98115 37499 982
## 279 30.9% 39.06387 -108.55065 59778 596
## 280 50.3% 39.92054 -105.08665 59471 600
## 281 9.0% 40.01499 -105.27055 103166 279
## 282 5.4% 41.18655 -73.19518 147216 172
## 283 11.4% 41.39482 -73.45401 83684 380
## 284 1.9% 41.66121 -72.77954 72939 461
## 285 3.6% 41.56232 -72.65065 47333 791
## 286 7.6% 41.05343 -73.53873 126456 209
## 287 5.5% 41.30827 -72.92788 130660 195
## 288 1.8% 41.23070 -73.06404 51644 713
## 289 0.6% 41.76371 -72.68509 125017 212
## 290 5.1% 41.27055 -72.94697 55046 662
## 291 5.6% 41.11774 -73.40816 87776 354
## 292 0.4% 41.67176 -72.94927 60568 583
## 293 3.7% 41.53815 -72.80704 60456 586
## 294 7.3% 41.31649 -73.09316 40999 892
## 295 2.2% 41.55815 -73.05150 109676 253
## 296 11.6% 41.52426 -72.07591 40347 917
## 297 -1.6% 39.73907 -75.53979 71525 470
## 298 16.0% 39.15817 -75.52437 37366 987
## 299 13.0% 38.90719 -77.03687 646449 23
## 300 4.2% 26.14036 -80.21338 69813 488
## 301 21.8% 30.43826 -84.28073 186411 125
## 302 10.5% 25.94204 -80.24560 111378 243
## 303 3.6% 25.93315 -80.16255 43250 850
## 304 137.6% 25.81954 -80.35533 50213 738
## 305 18.3% 28.03947 -81.94980 100710 289
## 306 12.9% 26.21286 -80.24977 63155 553
## 307 0.7% 26.12244 -80.13732 172389 139
## 308 0.1% 27.96585 -82.80010 109703 252
## 309 1.4% 27.33643 -82.53065 53326 688
## 310 2.0% 28.66111 -81.36562 42150 873
## 311 31.7% 28.03446 -80.58866 104898 270
## 312 12.8% 29.65163 -82.32483 127488 204
## 313 7.8% 28.61222 -80.80755 44206 833
## 314 6.1% 26.46146 -80.07282 64072 543
## 315 39.6% 26.82339 -80.13865 50699 728
## 316 28.4% 26.25175 -80.17894 56792 636
## 317 5.9% 27.84280 -82.69954 49998 744
## 318 86.2% 28.24890 -81.28118 40918 898
## 319 22.8% 29.13832 -80.99561 57203 631
## 320 3.4% 27.49893 -82.57482 51763 711
## 321 142.5% 28.56528 -81.58618 37711 975
## 322 23.1% 28.90054 -81.26367 86290 363
## 323 34.5% 26.10037 -80.39977 68388 497
## 324 5.1% 27.90947 -82.78732 78409 418
## 325 16.1% 25.72149 -80.26838 49631 752
## 326 14.9% 25.76168 -80.19179 417650 44
## 327 100.7% 25.46872 -80.47756 64079 542
## 328 74.7% 25.98608 -80.30356 130288 196
## 329 154.6% 27.04422 -82.23593 59212 606
## 330 6.9% 27.44671 -80.32561 43074 854
## 331 32.6% 28.29196 -81.40757 65173 534
## 332 -6.0% 30.42131 -87.21691 52703 696
## 333 137.2% 29.58445 -81.20787 78740 415
## 334 14.3% 30.33218 -81.65565 842583 13
## 335 3.3% 25.79065 -80.13005 91026 336
## 336 23.5% 26.71534 -80.05337 102436 280
## 337 17.4% 26.00776 -80.29626 162329 150
## 338 46.2% 26.93422 -80.09421 58298 619
## 339 8.6% 26.12759 -80.23310 90268 340
## 340 5.8% 29.28581 -81.05589 38661 956
## 341 4.0% 26.23786 -80.12477 104410 276
## 342 2.7% 26.24453 -80.20644 55456 656
## 343 57.9% 28.56917 -81.54396 39172 947
## 344 31.2% 28.53834 -81.37924 255483 77
## 345 3.2% 25.85760 -80.27811 233394 89
## 346 63.9% 28.69341 -81.53221 45587 815
## 347 17.7% 26.07648 -80.25212 96830 307
## 348 5.9% 28.08363 -80.60811 77508 428
## 349 2.7% 26.17231 -80.13199 43286 849
## 350 4.8% 26.01120 -80.14949 146526 174
## 351 0.1% 30.15881 -85.66021 36877 1000
## 352 12.4% 25.98120 -80.14838 38632 957
## 353 5.7% 26.27119 -80.27060 126604 208
## 354 4.6% 26.16697 -80.25659 90116 342
## 355 0.3% 27.77306 -82.64000 249688 78
## 356 17.3% 26.53179 -80.09055 71097 474
## 357 16.0% 27.95058 -82.45718 352957 53
## 358 -2.3% 29.21081 -81.02283 62316 559
## 359 31.2% 26.64063 -81.87231 68190 501
## 360 60.4% 26.56285 -81.94953 165831 146
## 361 43.8% 26.33981 -81.77870 47547 787
## 362 2.0% 25.89009 -80.18671 61007 580
## 363 7.5% 26.36831 -80.12893 89407 345
## 364 10.8% 26.21730 -80.22588 42757 864
## 365 42.8% 28.80286 -81.26945 56002 650
## 366 35.5% 26.62763 -80.13539 38696 955
## 367 91.7% 27.27305 -80.35823 171016 142
## 368 47.2% 25.95648 -80.13921 37199 991
## 369 4.8% 26.31841 -80.09977 78041 422
## 370 42.9% 25.58083 -80.34686 43328 848
## 371 20.8% 29.18720 -82.14009 57468 629
## 372 55.0% 26.66176 -80.26836 60202 588
## 373 6.2% 33.74900 -84.38798 447841 40
## 374 -3.8% 33.95260 -84.54993 59089 608
## 375 15.2% 34.02324 -84.36156 94034 318
## 376 20.0% 33.88399 -84.51438 53438 687
## 377 33.96989 -84.22146 40059 923
## 378 17.4% 33.93044 -84.37331 99770 295
## 379 36.5% 34.02893 -84.19858 82788 389
## 380 19.0% 33.95193 -83.35757 119980 222
## 381 8.7% 32.46098 -84.98771 202824 110
## 382 33.94621 -84.33465 47591 784
## 383 1.1% 33.47350 -82.01051 197350 119
## 384 22.3% 30.83270 -83.27849 56481 645
## 385 -0.6% 31.57851 -84.15574 76185 436
## 386 45.7% 32.61300 -83.62420 72531 464
## 387 -7.3% 32.84069 -83.63240 89981 343
## 388 33.86510 -84.33659 50603 729
## 389 7.5% 32.08354 -81.09983 142772 180
## 390 33.6% 34.07538 -84.29409 62298 560
## 391 -6.2% 21.30694 -157.85833 347884 54
## 392 14.0% 43.49165 -112.03396 58292 620
## 393 31.5% 42.56297 -114.46087 45981 808
## 394 5.4% 42.87130 -112.44553 54350 674
## 395 77.1% 43.66294 -116.68736 48957 763
## 396 127.6% 43.61211 -116.39151 83596 381
## 397 32.8% 47.67768 -116.78047 46402 801
## 398 57.9% 43.54072 -116.56346 86518 361
## 399 9.5% 43.61871 -116.21461 214237 98
## 400 -0.2% 41.91253 -88.13479 40379 914
## 401 16.0% 42.03541 -88.28257 110145 249
## 402 -1.0% 42.27113 -89.09400 150251 164
## 403 -1.6% 41.84559 -87.75394 84103 377
## 404 10.1% 42.02558 -88.17841 40351 916
## 405 0.5% 39.93560 -91.40987 40915 899
## 406 0.1% 42.01114 -87.84062 37839 972
## 407 2.8% 42.03240 -87.74162 65176 533
## 408 13.1% 41.99503 -88.18563 41679 881
## 409 -1.9% 41.50670 -90.51513 43116 852
## 410 11.8% 41.92947 -88.75036 43849 840
## 411 3.3% 41.71998 -87.74795 57073 633
## 412 29.7% 41.69864 -88.06840 73936 454
## 413 36.5% 41.52503 -88.08173 147806 169
## 414 19.7% 40.51420 -88.99063 54664 671
## 415 0.5% 42.36363 -87.84479 88826 348
## 416 22.8% 42.12114 -88.25786 38241 965
## 417 5.3% 42.24113 -88.31620 40388 912
## 418 -3.4% 42.16628 -87.96313 41778 875
## 419 12.0% 41.75084 -88.15354 144864 176
## 420 2.9% 41.88003 -88.00784 43907 838
## 421 3.0% 40.69365 -89.58899 116513 232
## 422 -0.6% 42.08836 -87.98063 75994 437
## 423 13.9% 41.63031 -87.85394 58590 614
## 424 5.7% 41.89947 -87.94034 45556 816
## 425 0.6% 41.99947 -88.14507 38510 961
## 426 18.3% 40.11642 -88.24338 83424 385
## 427 16.3% 41.57314 -87.79329 57282 630
## 428 0.0% 41.80892 -88.01117 49670 751
## 429 -2.5% 42.06642 -87.93729 54771 669
## 430 5.2% 42.06975 -87.78784 45417 819
## 431 38.4% 41.76058 -88.32007 199963 114
## 432 -0.5% 42.03336 -88.08341 74907 445
## 433 79.5% 41.64753 -88.08951 39650 931
## 434 -6.1% 41.87811 -87.62980 2718782 3
## 435 203.6% 41.63222 -88.21203 41734 879
## 436 5.1% 41.85059 -87.79367 56758 638
## 437 3.2% 42.03336 -87.88340 58918 611
## 438 -8.7% 39.84031 -88.95480 74710 448
## 439 10.3% 40.11059 -88.20727 41752 878
## 440 -0.8% 41.88503 -87.78450 52066 707
## 441 -1.9% 41.50948 -90.57875 38877 951
## 442 -3.4% 41.86614 -88.10701 53648 686
## 443 4.5% 42.11030 -88.03424 69350 490
## 444 4.2% 39.78172 -89.65015 117006 230
## 445 2.6% 41.93170 -87.98896 37385 986
## 446 1.2% 38.52005 -89.98399 42895 861
## 447 -4.5% 41.61559 -87.52949 37240 989
## 448 4.8% 42.13919 -87.92896 38015 970
## 449 20.1% 40.48420 -88.99369 78902 412
## 450 1.9% 42.04507 -87.68770 75570 439
## 451 5.4% 42.06299 -88.12272 52398 702
## 452 -23.4% 41.59337 -87.34643 78450 417
## 453 2.5% 39.46670 -87.41391 61025 579
## 454 7.8% 39.76840 -86.15807 843393 12
## 455 16.1% 39.16533 -86.52639 82575 392
## 456 14.5% 40.41670 -86.87529 70373 481
## 457 88.1% 40.04559 -86.00860 56540 644
## 458 2.0% 41.66199 -86.15862 47989 778
## 459 -0.7% 40.19338 -85.38636 70316 483
## 460 60.4% 39.97837 -86.11804 85927 366
## 461 16.4% 39.20144 -85.92138 45775 813
## 462 21.3% 40.48643 -86.13360 56895 635
## 463 -4.6% 41.58337 -87.50004 78967 410
## 464 -6.6% 40.10532 -85.68025 55670 655
## 465 46.0% 39.61366 -86.10665 53665 684
## 466 20.5% 39.83865 -86.02526 47135 794
## 467 -2.5% 41.68199 -85.97667 51265 721
## 468 -0.8% 37.97156 -87.57109 120310 219
## 469 53.3% 38.27757 -85.73718 45929 809
## 470 114.8% 39.95675 -86.01335 83891 378
## 471 -6.8% 41.67635 -86.25199 100886 288
## 472 1.0% 41.07927 -85.13935 256496 76
## 473 13.8% 41.66113 -91.53017 71591 468
## 474 5.4% 41.97788 -91.66562 128429 199
## 475 3.9% 41.52364 -90.57764 102157 283
## 476 -2.9% 42.49999 -96.40031 82459 393
## 477 21.3% 42.03472 -93.62000 61792 568
## 478 0.9% 42.50056 -90.66457 58253 621
## 479 86.9% 41.73179 -93.60013 51567 715
## 480 29.8% 41.57721 -93.71133 61255 574
## 481 6.2% 41.26194 -95.86083 61969 565
## 482 3.9% 41.60054 -93.60911 207510 104
## 483 41.5% 41.62666 -93.71217 41776 876
## 484 12.0% 42.53490 -92.44532 40566 909
## 485 -0.5% 42.49279 -92.34258 68366 498
## 486 19.4% 38.98223 -94.67079 181260 132
## 487 9.7% 37.68889 -97.33611 386552 49
## 488 4.5% 38.84028 -97.61142 47846 779
## 489 24.6% 38.95362 -94.73357 50344 735
## 490 3.4% 39.05582 -95.68902 127679 202
## 491 1.1% 39.11405 -94.62746 148483 168
## 492 0.1% 38.06084 -97.92977 41889 874
## 493 40.4% 38.88140 -94.81913 131885 193
## 494 12.7% 38.97167 -95.23525 90811 338
## 495 22.8% 39.18361 -96.57167 56143 647
## 496 32.2% 39.02285 -94.71519 64323 541
## 497 7.7% 37.77191 -87.11117 58416 617
## 498 18.0% 38.04058 -84.50372 308428 61
## 499 24.1% 36.96852 -86.48080 61488 571
## 500 10.0% 38.25266 -85.75846 609893 28
## 501 -4.7% 39.08367 -84.50855 40956 894
## 502 17.4% 32.51599 -93.73212 66333 518
## 503 4.1% 31.31129 -92.44514 48426 775
## 504 -4.8% 29.99409 -90.24174 66975 512
## 505 -0.1% 32.52515 -93.75018 200327 113
## 506 -21.6% 29.95107 -90.07153 378715 51
## 507 3.0% 30.22659 -93.21738 74024 452
## 508 -6.1% 32.50931 -92.11930 49761 749
## 509 0.4% 30.45828 -91.14032 229426 93
## 510 11.0% 30.22409 -92.01984 124276 214
## 511 3.2% 43.66147 -70.25533 66318 519
## 512 34.0% 39.08400 -77.15276 64072 544
## 513 8.6% 39.00678 -76.77914 56759 637
## 514 25.9% 39.41427 -77.41054 66893 514
## 515 -4.0% 39.29038 -76.61219 622104 26
## 516 24.2% 39.14344 -77.20137 65690 526
## 517 10.4% 39.64176 -77.71999 40612 906
## 518 7.6% 38.97845 -76.49218 38722 954
## 519 3.0% 42.12509 -72.74954 41301 887
## 520 2.7% 42.41843 -71.10616 57170 632
## 521 12.1% 42.40843 -71.05366 42935 858
## 522 7.5% 42.70704 -71.16311 77657 426
## 523 1.2% 41.63622 -70.93420 95078 315
## 524 4.9% 42.33704 -71.20922 87971 351
## 525 -7.1% 41.70032 -70.30020 44641 827
## 526 7.5% 42.52787 -70.92866 52044 708
## 527 2.6% 42.46676 -70.94949 91589 333
## 528 5.8% 42.25288 -71.00227 93494 320
## 529 -1.1% 42.52509 -71.75979 41002 891
## 530 42.21807 -70.94104 55419 657
## 531 3.5% 42.58342 -71.80230 40383 913
## 532 3.4% 42.63342 -71.31617 108861 257
## 533 7.6% 42.34593 -71.55229 39414 937
## 534 0.9% 42.20426 -72.61620 40249 920
## 535 4.6% 41.94454 -71.28561 43886 839
## 536 1.7% 42.14870 -72.60787 55717 654
## 537 0.0% 41.90010 -71.08977 56069 649
## 538 -0.3% 42.08343 -71.01838 94089 317
## 539 5.0% 42.77620 -71.07728 62088 564
## 540 5.0% 42.37649 -71.23561 62227 562
## 541 5.5% 42.37362 -71.10973 107289 264
## 542 4.4% 42.47926 -71.15228 39083 949
## 543 -3.6% 42.45008 -73.24538 44057 836
## 544 2.0% 42.55843 -70.88005 40664 904
## 545 9.4% 42.36008 -71.05888 645966 24
## 546 5.8% 42.26259 -71.80229 182544 129
## 547 10.3% 42.72620 -71.19089 48514 773
## 548 1.6% 42.38760 -71.09950 78804 414
## 549 13.4% 42.40843 -71.01199 53756 682
## 550 -3.7% 41.70149 -71.15505 88697 349
## 551 7.4% 42.42510 -71.06616 60509 585
## 552 7.3% 42.39176 -71.03283 37670 976
## 553 1.1% 42.10148 -72.58981 153703 158
## 554 5.1% 42.51954 -70.89672 42544 866
## 555 -5.4% 42.36837 -83.35271 95208 314
## 556 -2.8% 42.32115 -85.17971 51848 710
## 557 -3.0% 42.33698 -83.27326 56620 642
## 558 -1.0% 42.49726 -82.93714 47555 786
## 559 -1.7% 42.48948 -83.14465 58946 610
## 560 -6.7% 42.47337 -83.22187 73006 459
## 561 -4.7% 42.32420 -83.40021 82578 391
## 562 10.5% 42.86947 -85.64475 50233 737
## 563 0.9% 43.61558 -84.24721 42181 872
## 564 4.2% 42.73698 -84.48387 48554 772
## 565 5.7% 42.20115 -85.58000 47523 788
## 566 -2.0% 42.32226 -83.17631 95884 311
## 567 5.7% 42.65837 -83.14993 72952 460
## 568 -11.4% 42.63892 -83.29105 59887 594
## 569 -6.3% 42.24087 -83.26965 61817 566
## 570 -20.0% 43.01253 -83.68746 99763 297
## 571 -4.4% 42.73253 -84.55553 113972 236
## 572 -2.8% 42.96336 -85.66809 192294 123
## 573 -7.1% 43.23418 -86.24839 37213 990
## 574 -0.9% 42.49899 -83.36772 81295 397
## 575 -6.7% 42.25059 -83.17854 37313 988
## 576 -4.6% 42.49741 -82.89636 60070 592
## 577 2.2% 42.60641 -83.14978 82821 387
## 578 -2.3% 42.51446 -83.01465 134873 189
## 579 -18.2% 43.41947 -83.95081 50303 736
## 580 22.0% 42.48059 -83.47549 57960 624
## 581 2.0% 42.28083 -83.74304 117025 229
## 582 5.2% 42.58031 -83.03020 131224 194
## 583 -27.1% 42.33143 -83.04575 688701 18
## 584 6.5% 42.91336 -85.70531 74100 451
## 585 -1.9% 42.29171 -85.58723 75548 440
## 586 1.3% 44.84080 -93.29828 86319 362
## 587 9.2% 44.73191 -93.21772 50201 739
## 588 16.0% 45.09413 -93.35634 78373 419
## 589 21.3% 46.87376 -96.76780 39398 939
## 590 23.9% 44.01212 -92.48020 110742 246
## 591 39.8% 44.92386 -92.95938 65656 528
## 592 0.6% 45.17324 -93.30301 62103 563
## 593 12.0% 45.01052 -93.45551 73987 453
## 594 2.6% 44.80413 -93.16689 65453 529
## 595 34.3% 44.64969 -93.24272 58562 616
## 596 2.8% 44.95370 -93.08996 294873 66
## 597 7.3% 44.95974 -93.37022 47411 789
## 598 27.3% 45.07246 -93.45579 65415 531
## 599 -0.1% 46.78667 -92.10049 86128 365
## 600 12.3% 44.95302 -92.99522 39765 930
## 601 85.7% 44.79740 -93.52729 39167 948
## 602 24.7% 44.16358 -93.99940 40641 905
## 603 10.9% 45.55795 -94.16324 66297 520
## 604 32.8% 45.16080 -93.23495 60407 587
## 605 4.1% 44.88969 -93.34995 49376 756
## 606 4.5% 44.97775 -93.26501 400070 46
## 607 0.4% 44.92118 -93.46875 51368 720
## 608 13.3% 44.85469 -93.47079 62603 557
## 609 1.9% 44.76774 -93.27772 61434 572
## 610 72.8% 34.98898 -90.01259 50997 724
## 611 -6.8% 32.29876 -90.18481 172638 138
## 612 -0.9% 32.36431 -88.70366 40921 896
## 613 3.1% 31.32712 -89.29034 47556 785
## 614 -0.6% 30.36742 -89.09282 71012 476
## 615 -11.5% 30.39603 -88.88531 44820 825
## 616 6.7% 38.57670 -92.17352 43330 847
## 617 7.8% 37.20896 -93.29230 164122 148
## 618 3.2% 39.09112 -94.41551 117240 227
## 619 31.2% 38.91084 -94.38217 93184 323
## 620 11.2% 37.08423 -94.51328 50789 726
## 621 1.9% 38.66311 -90.57707 47749 782
## 622 9.9% 39.01695 -94.28161 53294 689
## 623 11.3% 38.78811 -90.49744 67569 507
## 624 9.4% 37.30588 -89.51815 38816 953
## 625 -8.2% 38.62700 -90.19940 318416 58
## 626 5.5% 39.09973 -94.57857 467007 37
## 627 -2.8% 38.78922 -90.32261 52363 703
## 628 34.0% 38.95171 -92.33407 115276 235
## 629 4.1% 39.76746 -94.84668 77147 429
## 630 62.6% 38.81061 -90.69985 82809 388
## 631 6.5% 38.78747 -90.62989 54842 667
## 632 18.6% 45.78329 -108.50069 109059 256
## 633 3.9% 47.49418 -111.28334 59351 604
## 634 19.7% 46.87872 -113.99659 69122 491
## 635 41.9% 45.67700 -111.04293 39860 925
## 636 20.5% 41.15436 -95.91456 53663 685
## 637 16.0% 40.92640 -98.34201 50550 731
## 638 18.0% 40.82576 -96.68520 268738 72
## 639 5.9% 41.25236 -95.99799 434353 42
## 640 26.8% 39.52963 -119.81380 233294 90
## 641 24.5% 36.16994 -115.13983 603488 30
## 642 2.9% 39.16380 -119.76740 54080 678
## 643 51.0% 36.03952 -114.98172 270811 71
## 644 92.2% 36.19886 -115.11750 226877 96
## 645 39.4% 39.53491 -119.75269 93282 321
## 646 4.1% 43.20814 -71.53757 42419 869
## 647 2.9% 42.99564 -71.45479 110378 248
## 648 0.4% 42.76537 -71.46757 87137 358
## 649 -1.2% 40.21705 -74.74294 84349 374
## 650 13.3% 40.78788 -74.01431 52122 705
## 651 7.9% 40.85843 -74.16376 85390 368
## 652 9.6% 40.45940 -74.36085 44412 829
## 653 35.8% 40.74399 -74.03236 52575 697
## 654 5.5% 40.66399 -74.21070 127558 203
## 655 9.3% 39.48638 -75.02596 61050 578
## 656 9.7% 40.50677 -74.26542 51982 709
## 657 4.3% 40.85677 -74.12848 70868 478
## 658 2.8% 40.76843 -74.14542 41664 882
## 659 -3.6% 39.92595 -75.11962 76903 430
## 660 2.1% 40.73566 -74.17237 278427 69
## 661 7.2% 40.72816 -74.07764 257342 74
## 662 5.7% 40.63371 -74.40737 50588 730
## 663 5.1% 40.66871 -74.11431 65028 538
## 664 4.7% 40.62205 -74.24459 41301 886
## 665 -2.2% 39.36428 -74.42293 39551 933
## 666 2.9% 40.88593 -74.04347 44113 834
## 667 -7.4% 40.76732 -74.20487 64544 540
## 668 15.5% 40.48622 -74.45182 55831 652
## 669 1.7% 40.69759 -74.26316 68247 499
## 670 -2.2% 40.91677 -74.17181 145948 175
## 671 37.6% 32.31994 -106.76365 101324 285
## 672 18.1% 36.72806 -108.21869 45426 818
## 673 10.5% 35.68698 -105.93780 69976 487
## 674 21.3% 34.40480 -103.20523 39508 934
## 675 23.5% 35.08533 -106.60555 556495 32
## 676 7.5% 33.39427 -104.52302 48611 769
## 677 74.4% 35.23275 -106.66304 91956 329
## 678 -1.4% 40.65760 -73.58318 43167 851
## 679 -4.1% 43.16103 -77.61092 210358 103
## 680 1.5% 42.72841 -73.69179 49974 745
## 681 -11.3% 42.88645 -78.87837 258959 73
## 682 4.1% 42.65258 -73.75623 98424 299
## 683 6.7% 42.81424 -73.93957 65902 525
## 684 1.8% 40.93121 -73.89875 199766 115
## 685 8.5% 41.03399 -73.76291 57866 625
## 686 -10.8% 43.09621 -79.03774 49468 754
## 687 -1.7% 42.09869 -75.91797 46444 800
## 688 3.6% 40.66427 -73.70846 37659 977
## 689 2.2% 43.10090 -75.23266 61808 567
## 690 -0.9% 43.04812 -76.14742 144669 177
## 691 9.9% 40.91149 -73.78235 79446 407
## 692 -0.2% 40.91260 -73.83708 68224 500
## 693 4.8% 40.71278 -74.00594 8405837 1
## 694 4.0% 40.70621 -73.61874 55361 658
## 695 24.8% 34.22573 -77.94471 112067 240
## 696 10.1% 35.72127 -77.91554 49628 753
## 697 7.0% 35.73445 -81.34446 40361 915
## 698 22.3% 36.07264 -79.79198 279639 68
## 699 98.8% 35.73265 -78.85029 42214 871
## 700 5.0% 34.75405 -77.43024 69079 493
## 701 24.3% 35.95569 -80.00532 107741 260
## 702 92.9% 35.41069 -80.84285 50458 733
## 703 41.9% 35.61266 -77.36635 89130 347
## 704 2.4% 35.05266 -78.87836 204408 106
## 705 24.1% 35.91320 -79.05584 59635 598
## 706 55.1% 35.79154 -78.78112 151088 163
## 707 19.6% 35.59506 -82.55149 87236 357
## 708 16.9% 36.09986 -80.24422 236441 86
## 709 39.1% 35.22709 -80.84313 792862 16
## 710 12.1% 36.09569 -79.43780 51510 717
## 711 47.4% 35.40875 -80.57951 83506 383
## 712 29.9% 35.99403 -78.89862 245475 82
## 713 18.6% 35.48736 -80.62173 44359 830
## 714 48.7% 35.77959 -78.63818 431746 43
## 715 -3.1% 35.93821 -77.79053 56954 634
## 716 8.2% 35.26208 -81.18730 73209 457
## 717 20.1% 46.80833 -100.78374 67034 510
## 718 24.9% 46.87719 -96.78980 113658 237
## 719 26.6% 48.23297 -101.29229 46321 803
## 720 11.5% 47.92526 -97.03285 54932 665
## 721 -8.4% 41.59310 -81.52679 48139 777
## 722 -10.1% 39.10312 -84.51202 297517 65
## 723 -0.2% 39.84395 -84.12466 38142 967
## 724 -7.2% 41.45282 -82.18237 63710 548
## 725 19.0% 39.70923 -84.06327 45712 814
## 726 -10.3% 40.79895 -81.37845 72535 463
## 727 -3.7% 41.36838 -82.10765 53956 681
## 728 -18.1% 41.49932 -81.69436 390113 48
## 729 5.8% 41.04422 -83.64993 41512 884
## 730 35.6% 39.88145 -83.09296 37490 984
## 731 5.7% 40.12617 -82.92907 37530 981
## 732 -10.0% 41.66394 -83.55521 282313 67
## 733 -3.1% 39.68950 -84.16883 55870 651
## 734 -8.6% 41.08144 -81.51901 198100 116
## 735 1.2% 39.34547 -84.56032 42635 865
## 736 1.9% 41.31450 -81.83569 44730 826
## 737 2.7% 39.39950 -84.56134 62258 561
## 738 -9.8% 39.92423 -83.80882 59357 603
## 739 -9.4% 41.48199 -81.79819 51143 722
## 740 -8.1% 40.74255 -84.10523 38355 963
## 741 10.7% 39.71368 -82.59933 39325 944
## 742 -10.1% 40.75839 -82.51545 46454 799
## 743 -20.2% 41.09978 -80.64952 65184 532
## 744 14.8% 39.96118 -82.99879 822553 15
## 745 37.6% 40.09923 -83.11408 43607 842
## 746 -6.6% 41.66616 -81.33955 46979 796
## 747 -0.2% 41.13394 -81.48456 49267 757
## 748 -15.2% 41.23756 -80.81842 40768 901
## 749 -10.3% 41.52005 -81.55624 45394 820
## 750 -13.5% 39.75895 -84.19161 143355 179
## 751 -5.9% 41.40477 -81.72291 80429 406
## 752 3.1% 40.05812 -82.40126 47777 781
## 753 -5.7% 39.51506 -84.39828 48630 767
## 754 -0.7% 35.74788 -95.36969 38863 952
## 755 1.3% 36.15398 -95.99278 398121 47
## 756 20.2% 35.46756 -97.51643 610613 27
## 757 4.5% 35.44951 -97.39670 56756 639
## 758 26.9% 35.65283 -97.47810 87004 359
## 759 22.0% 35.22257 -97.43948 118197 225
## 760 28.2% 36.06095 -95.79745 103500 278
## 761 8.1% 36.39559 -97.87839 50725 727
## 762 20.1% 36.11561 -97.05837 47186 792
## 763 4.9% 34.60357 -98.39593 97151 304
## 764 41.5% 35.33951 -97.48670 58414 618
## 765 17.8% 45.43123 -122.77149 50444 734
## 766 11.8% 44.56457 -123.26204 55298 659
## 767 14.4% 44.99012 -123.02621 37064 997
## 768 20.7% 45.50014 -122.43020 109397 254
## 769 36.4% 45.52289 -122.98983 97368 303
## 770 25.5% 44.63651 -123.10593 51583 714
## 771 17.0% 45.48706 -122.80371 93542 319
## 772 15.0% 45.52306 -122.67648 609456 29
## 773 12.4% 44.04624 -123.02203 60177 590
## 774 14.4% 44.05207 -123.08675 159190 155
## 775 17.1% 42.32652 -122.87559 77677 425
## 776 54.3% 44.05817 -121.31531 81236 398
## 777 16.4% 44.94290 -123.03510 160614 152
## 778 5.3% 45.42067 -122.67065 37610 979
## 779 -4.3% 41.24591 -75.88131 41108 889
## 780 8.7% 40.79339 -77.86000 41757 877
## 781 2.6% 39.95258 -75.16522 1553165 5
## 782 4.5% 40.03788 -76.30551 59325 605
## 783 6.4% 39.96260 -76.72774 43935 837
## 784 0.0% 41.40897 -75.66241 75806 438
## 785 0.6% 40.27319 -76.88670 49188 759
## 786 -7.3% 40.51868 -78.39474 45796 812
## 787 5.2% 40.62593 -75.37046 75018 444
## 788 8.0% 40.33565 -75.92687 87893 353
## 789 -2.8% 42.12922 -80.08506 100671 290
## 790 -8.3% 40.44062 -79.99589 305841 62
## 791 11.2% 40.60843 -75.49018 118577 224
## 792 1.4% 41.77982 -71.43728 80566 405
## 793 -4.6% 41.70010 -71.41617 81971 394
## 794 -3.3% 41.81371 -71.37005 47149 793
## 795 2.3% 41.82399 -71.41283 177994 134
## 796 -5.2% 42.00288 -71.51478 41026 890
## 797 -2.5% 41.87871 -71.38256 71172 473
## 798 8.2% 34.85262 -82.39401 61397 573
## 799 11.7% 34.00071 -81.03481 133358 192
## 800 29.2% 32.77647 -79.93105 127999 200
## 801 1.3% 33.92044 -80.34147 41190 888
## 802 62.9% 33.01850 -80.17565 46074 807
## 803 -6.2% 34.94957 -81.93205 37647 978
## 804 53.2% 32.83232 -79.82843 74885 446
## 805 16.0% 32.21632 -80.75261 39412 938
## 806 36.0% 34.92487 -81.02508 69103 492
## 807 26.1% 32.98101 -80.03259 39823 927
## 808 27.4% 32.85462 -79.97481 104054 277
## 809 19.8% 34.19543 -79.76256 37792 973
## 810 31.1% 43.54460 -96.73110 164676 147
## 811 17.9% 44.08054 -103.23101 70812 479
## 812 65.1% 35.84562 -86.39027 117044 228
## 813 16.7% 36.54843 -82.56182 52962 694
## 814 16.2% 36.16266 -86.78160 634464 25
## 815 3.9% 35.96064 -83.92074 183270 128
## 816 4.1% 35.08676 -89.81009 39375 942
## 817 31.7% 35.20453 -89.87398 58226 622
## 818 16.2% 36.31344 -82.35347 65123 535
## 819 43.4% 35.04204 -89.66453 47333 790
## 820 12.9% 35.61452 -88.81395 67685 505
## 821 -5.3% 35.14953 -90.04898 653450 20
## 822 54.9% 35.98284 -86.51860 43060 855
## 823 36.9% 36.52977 -87.35945 142357 181
## 824 31.7% 36.30477 -86.62000 54068 680
## 825 14.1% 35.15952 -84.87661 42774 863
## 826 51.9% 36.03312 -86.78278 40021 924
## 827 48.5% 35.92506 -86.86889 68886 494
## 828 10.5% 35.04563 -85.30968 173366 136
## 829 13.2% 32.94833 -96.72985 104475 275
## 830 14.9% 32.97564 -96.88996 126700 207
## 831 -6.0% 29.88495 -93.93995 54135 677
## 832 13.2% 30.72353 -95.55078 39795 928
## 833 14.1% 27.80058 -97.39638 316381 60
## 834 64.0% 29.70300 -98.12445 63279 551
## 835 31.7% 30.26715 -97.74306 885400 11
## 836 28.9% 33.04623 -96.99417 101074 287
## 837 98.3% 29.50745 -95.09493 90983 337
## 838 10.3% 32.95457 -97.01501 40342 918
## 839 11.6% 33.63566 -96.60888 39296 946
## 840 117.2% 29.56357 -95.28605 100065 292
## 841 45.1% 32.75549 -97.33077 792727 17
## 842 32.5% 33.01457 -97.09696 68609 496
## 843 28.6% 29.52940 -95.20104 37587 980
## 844 20.2% 32.83430 -97.22890 67317 509
## 845 13.3% 32.73569 -97.10807 379577 50
## 846 10.3% 29.38385 -94.90270 46081 806
## 847 27.1% 31.09823 -97.34278 70190 484
## 848 61.9% 30.31188 -95.45605 63032 555
## 849 -15.2% 29.30135 -94.79770 48733 765
## 850 0.7% 33.91371 -98.49339 104898 271
## 851 11.0% 29.76043 -95.36980 2195914 4
## 852 104.0% 33.10317 -96.67055 92020 328
## 853 19.6% 33.57786 -101.85517 239538 84
## 854 91.9% 30.63326 -97.67798 54898 666
## 855 26.8% 25.90175 -97.49748 181860 131
## 856 134.3% 30.50520 -97.82029 61238 575
## 857 43.1% 32.74596 -96.99778 183372 127
## 858 55.7% 26.19480 -98.18362 73790 455
## 859 287.7% 33.15067 -96.82361 136791 186
## 860 19.1% 32.81402 -96.94889 228653 94
## 861 38.2% 27.53057 -99.48032 248142 80
## 862 14.7% 32.76680 -96.59916 143484 178
## 863 11.6% 26.19063 -97.69610 65665 527
## 864 114.2% 32.56319 -97.14168 60872 581
## 865 7.4% 33.42513 -94.04769 37442 985
## 866 10.2% 31.46377 -100.43704 97492 302
## 867 5.8% 32.82346 -97.17057 38448 962
## 868 81.0% 30.50826 -97.67890 109821 251
## 869 18.6% 32.35126 -95.30106 100223 291
## 870 7.5% 28.80527 -97.00360 65098 536
## 871 3.7% 30.08017 -94.12656 117796 226
## 872 123.4% 30.43937 -97.62000 53752 683
## 873 27.6% 26.20341 -98.23001 136639 188
## 874 19.3% 30.67436 -96.36996 78709 416
## 875 85.3% 32.54208 -97.32085 40714 903
## 876 29.1% 29.61968 -95.63495 83860 379
## 877 47.1% 33.21484 -97.13307 123099 217
## 878 28.8% 26.15952 -97.99084 37093 996
## 879 11.6% 32.50070 -94.74049 81443 396
## 880 165.3% 33.19725 -96.63978 148559 167
## 881 5.6% 32.77666 -96.79699 1257676 9
## 882 117.2% 32.93123 -96.45971 40922 895
## 883 7.5% 29.69106 -95.20910 152735 159
## 884 74.5% 26.21591 -98.32529 81050 401
## 885 45.2% 30.62798 -96.33441 100050 293
## 886 12.8% 35.22200 -101.83130 196429 120
## 887 185.2% 33.01512 -96.53888 44575 828
## 888 65.1% 26.30174 -98.16334 80836 404
## 889 31.1% 29.61857 -95.53772 70185 485
## 890 22.4% 33.01984 -96.69889 274409 70
## 891 48.5% 29.88327 -97.94139 54076 679
## 892 2.9% 32.84402 -97.14307 48592 771
## 893 3.6% 32.44874 -99.73314 120099 221
## 894 19.4% 31.77758 -106.44246 674433 19
## 895 13.1% 29.73550 -94.97743 75418 441
## 896 45.7% 33.08061 -96.89283 39458 935
## 897 11.4% 32.79957 -97.26918 43580 843
## 898 52.1% 31.11712 -97.72780 137147 185
## 899 46.4% 32.59208 -96.75611 38071 968
## 900 8.5% 32.91262 -96.63888 234566 88
## 901 30.4% 31.99735 -102.07791 123933 215
## 902 17.6% 32.93429 -97.07807 50195 740
## 903 9.7% 32.65180 -96.90834 39605 932
## 904 15.1% 32.83707 -97.08195 53224 691
## 905 36.0% 32.58970 -96.85707 51483 718
## 906 42.4% 32.58847 -96.95612 46663 798
## 907 12.5% 31.54933 -97.14667 129030 197
## 908 28.6% 32.90290 -96.56388 58043 623
## 909 21.0% 29.42412 -98.49363 1409019 7
## 910 53.3% 32.93419 -97.22930 42907 860
## 911 22.3% 31.84568 -102.36764 110720 247
## 912 176.3% 40.39162 -111.85077 54382 673
## 913 78.1% 40.11496 -111.65492 36956 998
## 914 1.3% 40.56498 -111.83897 90231 341
## 915 53.1% 37.09653 -113.56842 76817 431
## 916 100.1% 40.56217 -111.92966 59366 602
## 917 8.5% 40.29690 -111.69465 91648 332
## 918 22.2% 40.69161 -112.00105 133579 191
## 919 10.0% 40.23384 -111.65853 116288 233
## 920 14.5% 41.73698 -111.83384 48913 764
## 921 20.2% 41.06022 -111.97105 70790 480
## 922 61.6% 40.52189 -111.93910 40921 897
## 923 3.9% 40.88939 -111.88077 43023 856
## 924 5.1% 40.76078 -111.89105 191180 124
## 925 6.6% 40.66689 -111.88799 48612 768
## 926 77.4% 40.52467 -111.86382 45285 821
## 927 13.3% 41.16161 -112.02633 37733 974
## 928 8.6% 41.22300 -111.97383 84249 375
## 929 38.4% 40.60967 -111.93910 110077 250
## 930 2.9% 40.66772 -111.93883 60519 584
## 931 6.1% 44.47588 -73.21207 42284 870
## 932 15.0% 38.80484 -77.04692 148892 165
## 933 9.4% 37.22957 -80.41394 43609 841
## 934 -4.2% 36.83543 -76.29827 96205 310
## 935 -6.6% 37.02987 -76.34522 136699 187
## 936 0.9% 37.08708 -76.47301 182020 130
## 937 66.0% 39.11566 -77.56360 47673 783
## 938 -11.0% 36.58597 -79.39502 42907 859
## 939 10.5% 38.02931 -78.47668 44349 831
## 940 19.5% 37.41375 -79.14225 78014 423
## 941 19.5% 38.75095 -77.47527 41705 880
## 942 5.1% 36.85293 -75.97798 448479 39
## 943 15.1% 36.76821 -76.28749 230571 91
## 944 8.2% 37.54072 -77.43605 214114 99
## 945 3.8% 37.27097 -79.94143 98465 298
## 946 5.0% 36.85077 -76.28587 246139 81
## 947 27.1% 38.44957 -78.86892 51395 719
## 948 33.5% 36.72821 -76.58356 85728 367
## 949 29.1% 46.21125 -119.13723 76762 432
## 950 19.1% 47.61038 -122.20068 133992 190
## 951 2.9% 47.75565 -122.34152 54790 668
## 952 44.1% 47.61627 -122.03557 50169 742
## 953 41.7% 47.03426 -122.82319 44919 824
## 954 9.4% 47.97898 -122.20208 105370 269
## 955 34.9% 47.30732 -122.22845 74860 447
## 956 11.7% 46.60207 -120.50590 93257 322
## 957 54.3% 47.38093 -122.23484 124435 213
## 958 7.0% 47.65878 -117.42605 210721 102
## 959 11.8% 47.18538 -122.29290 38609 959
## 960 1.1% 47.17176 -122.51846 59097 607
## 961 8.8% 47.32232 -122.31262 92734 324
## 962 98.5% 46.23958 -119.10057 67599 506
## 963 87.5% 47.68149 -122.20874 84430 373
## 964 12.6% 47.67323 -117.23937 91113 335
## 965 88.4% 47.48288 -122.21707 97003 305
## 966 14.2% 45.63873 -122.66149 167405 145
## 967 15.6% 47.60621 -122.33207 652405 21
## 968 2.9% 47.81065 -122.37736 40727 902
## 969 12.1% 47.03787 -122.90070 48338 776
## 970 34.6% 46.28569 -119.28446 52413 700
## 971 21.8% 48.74908 -122.47815 82631 390
## 972 4.9% 47.56732 -122.63294 39056 950
## 973 115.7% 48.05176 -122.17708 63269 552
## 974 26.0% 47.67399 -122.12151 57530 627
## 975 56.7% 47.47038 -122.34679 49858 747
## 976 4.9% 47.25288 -122.44429 203446 107
## 977 -4.7% 38.34982 -81.63262 50821 725
## 978 -5.0% 38.41925 -82.44515 49177 760
## 979 -3.9% 43.75083 -87.71453 48725 766
## 980 8.0% 43.01168 -88.23148 71016 475
## 981 -1.9% 43.06057 -88.10648 37999 971
## 982 4.5% 44.26193 -88.41538 73596 456
## 983 5.6% 42.68279 -89.01872 63820 545
## 984 -0.6% 43.01668 -88.00703 60697 582
## 985 -4.4% 42.72613 -87.78285 78199 421
## 986 -0.8% 43.80136 -91.23958 51522 716
## 987 9.5% 42.58474 -87.82119 99889 294
## 988 8.7% 44.81135 -91.49849 67545 508
## 989 1.7% 44.95914 -89.63012 39309 945
## 990 3.6% 42.97640 -88.10842 39834 926
## 991 15.8% 43.07305 -89.40123 243344 83
## 992 0.0% 43.04946 -88.00759 47134 795
## 993 4.8% 42.96140 -88.01259 37159 993
## 994 5.3% 44.02471 -88.54261 66778 515
## 995 1.7% 43.77304 -88.44705 42970 857
## 996 0.3% 43.03890 -87.90647 599164 31
## 997 1.9% 44.51916 -88.01983 104779 272
## 998 2.9% 42.50835 -89.03178 36888 999
## 999 19.9% 42.86663 -106.31308 59628 599
## 1000 16.9% 41.13998 -104.82025 62448 558
str(dfNew)
## 'data.frame': 1000 obs. of 8 variables:
## $ state : chr "Alabama" "Alabama" "Alabama" "Alabama" ...
## $ Abbreviation : chr "AL" "AL" "AL" "AL" ...
## $ city : chr "Mobile" "Phenix City" "Montgomery" "Decatur" ...
## $ growth_from_2000_to_2013: chr "-1.9%" "31.9%" "-0.1%" "3.1%" ...
## $ latitude : num 30.7 32.5 32.4 34.6 34.7 ...
## $ longitude : num -88 -85 -86.3 -87 -86.6 ...
## $ population : num 194899 37498 201332 55816 186254 ...
## $ rank : chr "122" "983" "111" "653" ...
#Merging the two data frames added the State and Abbreviation colums to the data set that had the city, population and longitude and latitude data
library(ggmap)
bb <- c(left = min(dfNew$long),
bottom = min(dfNew$lat),
right = max(dfNew$long),
top = max(dfNew$lat))
map = get_stamenmap(bb, zoom = 4)
ggmap(map)
ggmap(map) +
geom_point(data= dfNew,
aes(x=longitude,y=latitude, color=population))
#Because the plots are reprenting the color and the population it makes it difficult to truly understand what the map is trying to show
dfSimple <- dfNew %>%
group_by(state)%>%
summarise(total_population = sum(population))
dfSimple
## # A tibble: 51 × 2
## state total_population
## <chr> <dbl>
## 1 Alabama 1279813
## 2 Alaska 300950
## 3 Arizona 4691466
## 4 Arkansas 787011
## 5 California 27910620
## 6 Colorado 3012284
## 7 Connecticut 1239817
## 8 Delaware 108891
## 9 District of Columbia 646449
## 10 Florida 7410114
## # … with 41 more rows
summary(dfSimple)
## state total_population
## Length:51 Min. : 42284
## Class :character 1st Qu.: 569106
## Mode :character Median : 1327215
## Mean : 2571224
## 3rd Qu.: 2540772
## Max. :27910620
dfSimple[which.min(dfSimple$total_population),]
## # A tibble: 1 × 2
## state total_population
## <chr> <dbl>
## 1 Vermont 42284
#vermont
dfSimple[which.max(dfSimple$total_population),]
## # A tibble: 1 × 2
## state total_population
## <chr> <dbl>
## 1 California 27910620
#california
library(ggmap)
us <-map_data("state")
head(us)
## long lat group order region subregion
## 1 -87.46201 30.38968 1 1 alabama <NA>
## 2 -87.48493 30.37249 1 2 alabama <NA>
## 3 -87.52503 30.37249 1 3 alabama <NA>
## 4 -87.53076 30.33239 1 4 alabama <NA>
## 5 -87.57087 30.32665 1 5 alabama <NA>
## 6 -87.58806 30.32665 1 6 alabama <NA>
dfSimple$state <- tolower(dfSimple$state)
head(dfSimple)
## # A tibble: 6 × 2
## state total_population
## <chr> <dbl>
## 1 alabama 1279813
## 2 alaska 300950
## 3 arizona 4691466
## 4 arkansas 787011
## 5 california 27910620
## 6 colorado 3012284
combined_data <- merge(us, dfSimple, by.x="region", by.y= 'state')
head(combined_data)
## region long lat group order subregion total_population
## 1 alabama -87.46201 30.38968 1 1 <NA> 1279813
## 2 alabama -87.48493 30.37249 1 2 <NA> 1279813
## 3 alabama -87.52503 30.37249 1 3 <NA> 1279813
## 4 alabama -87.53076 30.33239 1 4 <NA> 1279813
## 5 alabama -87.57087 30.32665 1 5 <NA> 1279813
## 6 alabama -87.58806 30.32665 1 6 <NA> 1279813
ggmap(map) +
geom_polygon(data=combined_data, aes(x= long,y=lat, group=group, fill=total_population),color="black", alpha=0.8,) +
expand_limits(x=combined_data$long, y=combined_data$lat)